{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `facet_wrap`\n",
    "Parameters\n",
    "- `first facet`\n",
    "- `second facet` (optional)\n",
    "- `nrow`- number of rows\n",
    "- `ncol`- number of columns\n",
    "- `scales` (\"fixed\" (default), \"free\", \"free_x\", \"free_y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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faLmIYM2idnWRuayjo0O33ePxwOPxpLSXlJQk1rlN6oDJhOPHj6/VDSIiIiKi6+IbxYiI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\nCwAAAMv7f58h6iO0Lo/iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f4f9e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284490157)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_wrap(\"cut\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KS0tRVVWFl1566U5PVRZUc6fUGW+88QYGDx6MU6dOwW63Izw83Ol+PfMH3TFh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\nAy67RNk3bOqRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114594290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (289787665)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price')) + \\\n",
    "    geom_histogram() + \\\n",
    "    facet_wrap(\"cut\", \"clarity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_pinching_effeciency</th>\n",
       "      <th>individual</th>\n",
       "      <th>chopstick_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.55</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.24</td>\n",
       "      <td>2</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28.76</td>\n",
       "      <td>3</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31.19</td>\n",
       "      <td>4</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21.91</td>\n",
       "      <td>5</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   food_pinching_effeciency  individual  chopstick_length\n",
       "0                     19.55           1               180\n",
       "1                     27.24           2               180\n",
       "2                     28.76           3               180\n",
       "3                     31.19           4               180\n",
       "4                     21.91           5               180"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chopsticks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cz+ssF8Lwk9TUVKSmpgK4Or/kmmuuwcjIiGod0YHWWgzJntINFmo88vxJ59y5c4rfnl3f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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118c04d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (294345713)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    facet_wrap(\"individual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hCLS/oqIiyX0vtf0m4m2HcFcigxFt+QPGjznSvHgJ1vd5eXmora31tV9eXp5s\n+QvlEYxAfkNDQ5Lzl5eXh7q6OvT09MBisYQ93lDw6A85kDN/NpuN6f1Gn31itAUV0EnkwIED8Hg8\n8Hg8SE1NxYwZM2CxWHDu3Dm88sorSElJQVVVle/vqYBJXAdeHnorYPIe78TbrN3d3SguLg67fbA2\nX7x4Merq6rgVMGVlZfl9OGdlZfn+Xkq/B9ofS99Lbb+JeB2ampr8Btd1dXVYsmRJ2O2jLX/A+DFH\nmhcvwfo+NjYWxcXFk+4DlvyF8ghGID+W/Hn3d++99zKvAMbaH3IhZ/5aW1slv9/os4+fA6sHFdBJ\nIC0tDevWrQMADAwMYPv27Zg9ezZ6enrgdrthMpmQkpIStnFFLWBS0kMEB14eeitg8h6vxWLx+7C3\nWCyTaodQbT5//nzMnz8fwPg0gsl4BCMvLw81NTXo7u72XUnz/r2Ufg+0P7fbLbnvpbbfRLzt0NHR\n4Te47ujo8LVlKKItf8D4MTscjojy4kWpc0+o/PHyEOH85/Vg6Q8l4ZU/lvcbffbxc2D1oAI6BkZH\nR7F7924sX74cJpOJVqCLUgdeHnorYPIe78KFC/1u20Zym/D6/7J6hKKoqChgUZBUh4n7Y+n7hQsX\n+t2mzs/Pl/RoK69DoCuRk3GLtvwB0XPuCZY/Xh4inP9YPaI1f6zvN71/9nkfFch6/mP1ULqAThOL\nbgwODmLfvn24fPkyTCYTSktLUVxcDLvdrokV6EQv6BHdT0SiKX8EG2NjYzh69KhQ7w/KH6EmcuZP\nxPdbNHHo0CF8/etf51aQHC1oYjA8PDyMuro6zJgxA+Xl5aiursa3v/1tnDp1SpUV6FgLZiZOWo+0\noCfcpPVwj7aKdOJ8IL+7775b9Qn8IhfQ0Qp04jrw8tBb/gDqe5EcWD0of/I4TObRfmrmb+/evVi/\nfr3v59deew2rV69W3IMK6CQwMDCAixcvYmhoCF1dXbBarTh37hxaW1tVWYGOpWAm0KT1SAt6wk1a\nD+UnZeJ8IL+SkhLVJ/B72yHSFayud5ALKuAU14GXh94KOAHqe5EcWD0of/I4hBsfqJ2/cAWmSnlQ\nAZ0ELBYLnn/+eQB/L6BbsmQJTpw4ocoKdLwn8Eda0BNu0nooPykT5wP5sRQwSfWYiLcdpK7oFG0F\nJFopmlDbgZeH3go4Aep7kRxYPSh/8jiEGx+onT/vowJ7e3uRnp5+Q4FppB7RsgKiJgbDXiYW0E1E\nqRXoeE9Nsxe4AAAgAElEQVTgj7QgKtyk9VB+UibvB/MTpYhA6opO0VZAIkKbs3qI4MDLQ28FnAD1\nvUgOrB6UP3kcwo0PRMhfcXExli9fzjxlRNQVEAO+nqKvJhO1tbU4f/48nE4nli5dittvvx1HjhyB\nw+HAq6++ipiYGJSUlCApKcm3jZwr4FRUVGD//v3cVgADwHXFoMn4RTpXR64VjXjMGeK9ohMPaAUm\n8R0AcTx4Q/kLjwgeIjjIQTTlj3eB+GTHByL0PQ8HEVdADIQmCui6u7vR2NiIS5cu4dlnnwUAHDly\nBF1dXZgzZw5KS0t9K9BVVlYCoAImkR2cTidaW1uZH+3idXC5XGhubhZqBTDKn7gOvDyogC4yqO/5\nOrB6UP7G4V3ALtUjGIEK8qZMmSJM/o4fP860IqpSaGIw3NPTg23btiEmJgY33XQTAGDmzJm46aab\n0NXVhaGhId8KdImJiUH3453AL7VJjEYj3G63pG2B8Wkc8fHxzKsOsXiI4HDy5EmsWLEi4gJEng7A\neFukpqZK3j5SKH9iOPDy0Fv+AOp7kRxYPSh/4+zatQv/+q//6vv59ddfx7e+9S1ZHEJ5BCPQ5+Vd\nd90lTP7GxsZw+vRpSQXsSuZPE9MkLBYLnnnmGezcudO3Et2RI0fQ3NwMk8kEi8WCZcuWISEhIeR+\nqIBJDAepBYg8HYDoKyCh/PFx4OWht/wB1PciObB6UP7G4V3ALtUjGIE+L5csWSJM/qJlBURNDIYD\nEWr1OYAKmER2kFqAyNMBiL4CEsofHwdeHnrLH0B9L5IDqwflbxzeBexSPYIR6POS8hc5mpgmUVtb\ni7a2NjgcDjz33HMAEHL1OYBWYBIZPawgRPkj1ITyR6gJ5Y8fevi8VAJNDIa7u7sxOjqKXbt2+QbD\n77//ftDV5wAqYBLZgZeH3gqYRGhzVg8RHHh56C1/APW9SA6sHpQ/5R14eYjgwOpBK9BJ4JNPPkFn\nZydcLhe2bt2K8vLykKvPAYFXwAGAvr4+yXNkYmNjmebXeHE6nUz74eEhggOrBy8HOaD8ie/A6qG3\n/AHU9yI58PTgDeVPXg8RHHh6KIEmrgwDwNWrV7Fz507fmtqbNm3CT3/6U9+/T/w5EFTNL4YDLw+9\nVfOL0OasHiI48PLQW/4A6nuRHFg9KH/KO/DyEMGB1YOeJiETE9e5DnabxuPxMN2aYLmlEBsb63s+\nIOutCanbi+DAy4OHg1xQ/sR14OWht/wB1PciObB6UP6Ud+DlIYIDqwetQMcJs9kMq9UKs9mM4eFh\nv9XngMAr4GRkZODhhx9WbeWXoaEhNDQ0oLCwUNcOonhc7xDolh4LlD9xHUTxoPypgwgeojlQ/vTl\nIZoD7/wFQjOD4YmX8nNzc9HS0oLS0lK0trYiNzfX798LCwv9ftfX14eamhpYrVZFGj4QVqsVR48e\nRW5urq4dRPGQ04HyJ66DKB6UP3UQwUPrDpQ/sT306KCJwfDevXvR1dUFu93uK6ArLS3F7t270dzc\n7Ft97nqCTeAnCCWg/BFqQvkj1ITyR4iGJgbDq1evDvj7xx9/XGGT6Oc3v/kNXn/9dd8SlD/4wQ/U\nViI0zBNPPIH33nsPaWlp+PTTTwGMPyP8kUcewZUrV5CZmYndu3cjJSVFZVNCiwTK33vvvYfXXnsN\n//Vf/4VPPvkECxcuVNmS0CqB8vfCCy9gz5492LNnD26//XZs27aNvjgogFFtAUIcPvvsM7z99tv4\n/ve/j4MHD+K9995DR0eH2lqEhlm7di3q6+v9ftfY2Ih77rkH58+fx9KlS/GLX/xCJTtC6wTK3+23\n345vfetbKC4uVsmK0AuB8nfvvfdi/fr1+PDDD5GTk0PnP4WgwfD/x2w2o6ysDGazWbcO586dw+LF\ni/GP//iPSElJwb333ot9+/ap4qJ2WyjtoLfj9VJaWupXoGE2m9Hb24t//ud/BjB+d+cPf/iDYj7X\ne+ipP/R2vF4m5g8A8vPz8dBDD4Vccldu9NYfejteL4Hy9/Wvfx333XcfzGYziouLcenSJcV8vOix\nPzTznGGCnba2NqxatQoff/wxTCYTKioqsHjxYrz88stqqxEapru7Gw888IDvNuH06dPR39/v+/eJ\nPxMETybmz0t5eTm2bNlC0yQIWQmWPwBYsWIFvv3tb2PNmjUqmOkLTcwZJvhw++2349lnn0VlZSXM\nZjMKCgpUvTpCEMCNzwgnCILQOj//+c8RFxdHA2GFoGkShB9r167F6dOnceTIEaSmpmLu3LlqKxE6\nIy0tDX/7298AAFeuXMHNN9+sshFBEIRybN++Hfv378fOnTvVVtENNBgm/Ojr6wMA9PT0oKamhr6V\nErLj8Xj8nhO+YsUKbN++HQDw29/+FitXrlTJjNADE/M38d8IQk4m5u/AgQPYvHkz6urqYDKZVDTT\nFzRnmPDj3nvvRX9/P+Li4vCrX/0K9913n9pKhIZZs2YNjhw5gq+++gppaWnYuHEjVq1ahaqqKvT2\n9iIjIwO7d+9WdI16Qj8Eyt+0adOwYcMGfPnll0hNTUV+fj4++OADtVUJDRIofy+++CIcDgdmzJgB\nACguLsZrr72msqn20cxg2O12o7q6GsnJyVizZg3sdjv27NmDwcFBpKamoqqqCgkJCWprEgRBEARB\nEAKhmWkSJ0+exMyZM30/NzY2Ijs7Gxs2bEBWVhY++ugjFe0IgiAIgiAIEdHEYHhwcBDt7e1+j8Bp\na2tDfn4+AGDBggVoa2tTS48gCIIgCIIQFE0Mhuvr61FZWen3CCabzeZ7WPPUqVNhs9nU0iMIgiAI\ngiAEJeqfM3zhwgUkJSXhlltuQWdnZ9C/m/is0qGhIVitVr/fmc1mWgOcUATKH6EmlD9CTSh/hGhE\n/WC4p6cH58+fx5kzZ3yPKHn99ddhNptx8OBBnD17FgkJCXA4HGhvb0dOTg4AoKmpCUePHvXbV1lZ\nGcrLy9U4DEJnUP4INaH8EWpC+SNEQzNPk3A4HLh8+TJOnDgBm82G6dOnw2azYc6cOXC73bDb7ais\nrPT9fbBvpi6XC06nU5KDyWTC6Oio5GOIjY3FtGnTMDAwINmB1UMEB14evBzkgPInrgMvD73lD6C+\nF8mB1YPyp7wDLw8RHFg95MxfIDQzGAaArq4uHD9+HFarFRUVFXj33XfhcDgwa9YsVFVVITExMeT2\nIyMjGBkZkfygdaPRCLfbLWlbYHwqR3x8PBwOB9PD3sN5OJ1ONDU1oaurC5mZmVi0aJFv2WWlHMLB\nw4OHg5LPt9VL/kR34OWht/wB1PciObB6UP6Ud+DlIYIDq4fS+Yv6aRJe3G43Dhw4gP7+fhQVFeG2\n225Dfn4+WlpaYLPZcPDgQSxbtizks4YTEhIwPDyMsbExSQ6JiYmw2+1SDwFxcXFITU2FzWaT7DAZ\nj5aWFqxatQpjY2OIi4tDTU0NCgoKFHUIBw8PHg5Kopf8ie7Ay0Nv+QOo70VyYPWg/CnvwMtDBAdW\nD6Xzp5nBsNFoxLp16zAyMoJdu3bhiy++wOLFi1FWVgaDwYDDhw+jvr7et7RrsNs0sbHSmyQmJoap\nA72vzeIwGY/u7m5fwMfGxtDT04OioiJFHcLBw4OXgxzoOX+iO/Dy0Fv+AOp7kRxYPSh/yjvw8hDB\ngdVDzvwFfD1FX00mnE4ntm3bBpfLBbfbjSlTpuDixYsoKCjAW2+9hcHBQSQlJfl9QxF5Av/EeTIO\nhwPHjh1DR0cHsrOzUVZWxhT0nJwcxMXF+a4M5+Tk+C1YEshBLUTx4E005U+vDoA4Hryh/IVHBA8R\nHOSA8hceETxEcFAKTcwZttlscLlcSE5OxujoKLZs2YLy8nL09/cjJSUFpaWl2LFjBwYGBvD0008D\niK4CptOnT2PlypW+wWttbS0WLVok2cPlcqG5udk3Z7igoMA3Z1iEifO8PLwOTqcTLS0tAY93Mg5y\nEE35U9JDBAdeHlRAFxnU93wdWD0of8o78PIQwYHVQ+kCOk1cGbZaraipqYHH44Hb7UZ8fDwsFgsa\nGhqQnJyMs2fP+t5oXpKTk294pqF3Ar/Uy/Mej4fp0r7BYMC1a9dgMBj89jNxWkN3dzeKi4sle8TG\nxqK4uDjgPoI5RIpcbSHFoampye/LRF1dHZYsWTIpB7mIpvzx9ghXwKm1/LE4yIUc+QPYjpn6nq8D\nqwflT3kHXh4iOLB6yJm/QGhiMJyWloYnn3wS1dXVGBwcRFFREWbPng2j0ei7EgwAmzZtCrkfUQuY\nLBaL37QGi8US8nWULiJwuVw4e/asb3Azf/78G6alKOExEW87dHR0+H2Z6OjowPz58yfloCS88heo\nP4zG8ItNUgHn3xGliEVJqICJn4cIDqwelD/lHXh5iODA6kEFdBIJVEA3keu/aURTAdPChQtRW1s7\n6dv8ShcRtLa2+g1uamtrcffdd0t28F457OnpgcViQX5+/qSmNUzE2w5ZWVl+Xya8P4cj2gpIvMcb\nqD9CTavxEqzvI51mQgWcfB3kgAqY5PUQwYHVg/KnvAMvDxEcWD2ogE4Cg4ODqKmpgc1mg8FgQEpK\nCi5evAij0YjNmzdj6tSpcLlcfp0SbRP4ly9frrpDMHp7e/0GN729vUzLah46dAgrVqzwDeb279+P\niooKyfurqKjA/v37uRUg8kDO/AXqj0jyM7HvDx065DfNhLU/RC/g5F2wKiJy5o+1/UQp2hHBQwQH\nOYi2z1+eTPb9IULfi+CgFJoYDI+MjOC+++5DZmYmrFYrXnrpJcydOxczZsxAQkICHn30UTQ2Nvpd\nri8sLERubq7ffsxmsxAFWyJMWo/EIT093W9wk56ejqGhIckO7e3tfoO59vZ2LFiwIOL9XN8OCxYs\n8O3j6tWrk9pezgn8cuYvUH/09fWF3T5Y30faH+Hyl5eX53enIy8vz+cnwnsg0oJVORyA6MsfMH7M\nx48fl9R+wfo+0vNpuHYPtz8qYPJ3kAM58yd6AV248wvlz99BKTQxGAaAAwcOwOPxwOPxIDU1FTNm\nzIDFYsG5c+fwyiuvICUlBVVVVb6/l7OAiaVgS4RJ65E6LF68GHV1dX4FUSwOgaY1SNmX3gqYvMcb\nqD8m82UsWN9H2h9KF3AGKshj6ftIC1aDobf8AePHLLX9gvV9pOfTcO0ebn9UwPR3B7nQcwFduPcH\n5e/vDkqiicFwWloa1q1bBwAYGBjA9u3bMXv2bPT09MDtdsNkMiElJSVs4/IqYGIp2BJh0roUh/nz\n5/uO0eFwICYmRrKD98phb28v0tPTkZeXJ2lfeitguv54J/bHZAjW93l5eaipqUF3d7fvSq5IBZyB\nCvJKSkokO0RasBoMHgWNSsKrgElq+wXr+0jPp+HyF25/ahcwuVwu/PnPf/ad/+bNmzepvPD2iNb8\n8T73RPr+DecQ7v0Raf54F7DrNX+aGAx7GR0dxe7du7F8+XKYTCbVVqBjLdgSYdK62kUExcXFWL58\nOdNtGr0VMMlZNFFUVOQrcpPTQ0r+AhXk3XPPPZIdFi5ciLq6Om4FnKwFjXIgZwFTpAW/XoL1faTn\n03D5C7c/tQuYWltbuUzTYfWI1vzxPvdE+v4N5xDu/RFp/ngXsOshfwFfT9FXk4nBwUHs27cPly9f\nhslk8s0JNRqNqqxAx1qwJcKkdREcAHE8eKPnAhLeDoEK8lgKOAHg/vvvZ9r+elgLGuVAzvwlJycz\nHd/EvuddADvZ/an1PhAxL7yJpgJOOfpjMttPNn+8C9h5H2+0FCRrYjBsNBoRHx+PwsJClJeXo7q6\nGrfddhtOnTqF7Oxs3wp0165d820jZwETwFawJcKkdVqFJ/oKSERoc1YPKQ6BCvJYCjilekyEV0Gj\nHERbAVMk59PJOITaX6R9H6ggb8qUKZLbQWpeAmEymWCz2YRbgTOaCjgj7Q+lz8O8C9h554+1P5RC\nE4PhgYEBXLx4EUNDQ+jq6oLVasW5c+fQ2toa0Qp0ANDX1yd5zlJsbCzTfCcvTqeTaT88PERwYPXg\n5SAHlD++DtcPbtxuN1wul+pt4W2HefPm+c25njdvnuq5lCN/gD7PPcHmrEt1mDdvnl/NBEteYmNj\n0dzcHHSRG7WQM3+dnZ1+VzY7OzsjehrRxH6P9P2rdP4C+bGc/3jnj7U/lEITg2GLxYLnn38ewN8L\n6JYsWYITJ05EtALdyMgI4uLiJM9VMRqNSExMlLQt8PcKThYHVg8RHHh58HBQEsqfGA68PK53KCkp\nQUlJScQOSsKaP0Cffd/T03PDbWVWh7vuugtlZWVwOBzweDyS92M0GgP6TSaL0Zq/7Oxsvyub2dnZ\nk+qLUP0eyftXjXPPRD+R8sfSH0qiicGwl4kFdBOZzAp0Ho+H6bYoyy2e2NhY3+011ltFUrcXwYGX\nBw8HuaD8ievAy0Nv+QP02fcZGRl+H/YZGRkwGAyq5w8Yb4tAfpPZZ7TmLz8/32/aVH5+/qSPNxrz\nJ6qD14OlP5TE4GEZ9gtCbW0tzp8/D6fTiaVLl6K4uBhHjhzBsWPHMGPGDMTExKCkpATHjh3zXSlu\naGgQtoCJ0D6UP0JNKH/8GBsbw9GjR4UtEBLRj/JHiIYmBsPd3d1obGzEpUuX8OyzzwIAjhw5gq6u\nLsyZMwelpaW+FegqKysBBP9m6nK5qICJCuj8HOSA8ieuAy8PveUPoL4XyYHVg/KnvAMvDxEcWD2o\ngE4CBoMBFy9eRExMDN544w0AwMyZM5GVlYW//OUvaG5untQKdAAVMInkwOpBBXTSEKHvRXBg9dBb\n/gDqe5EceHrwhvInr4cIDjw9lEATV4aB8cfj7Ny5E+vXrwcwfmW4paUFJpMJt956K5YtW4aEhISQ\n+/AuBym1SYxGI9xut6RtgfFBfXx8PJdJ61I9RHDg5cHDITU1VfL2kUL5E8OBl4fe8gdQ34vkwOpB\n+VPegZeHCA6sHkrnTxNXhgMRavU5gAqYRHbg5aG3AiYR2pzVQwQHXh56yx9AfS+SA6sH5U95B14e\nIjiwetAKdBKora1FW1sbHA6H73ehVp8DaAWwaHAAxPHgDeVPfAdAHA/eUP7CI4KHCA5yQPkLjwge\nIjgohSamSXR3d2N0dBS7du3Cc889BwB4//33kZKS4lt9bmBgwO+Zw1TAJK4DLw+9FTCJ0OasHiI4\n8PLQW/4A6nuRHFg9KH/KO/DyEMGB1YMK6CTwySefoLOzEy6XC1u3bkV5eXnI1ecAKmCKBgdWD5En\n71P+xHdg9dBb/gDqe5EceHrwhvInr4cIDjw9lEATV4aBGwvoNm3ahJ/+9Ke+f5/4cyCogEkMB14e\neitgEqHNWT1EcODlobf8AdT3IjmwelD+lHfg5SGCA6sHFdDJxMSl/aiASVwHXh56K2ASoc1ZPURw\n4OWht/wB1PciObB6UP6Ud+DlIYIDqwcV0HHCbDbDarXCbDZjeHgYSUlJfv8eaAJ/RkYGHn74YdUm\njQ8NDaGhoQGFhYW6dhDF43qHQLf0WKD8iesgigflTx1E8BDNgfKnLw/RHHjnLxCaGQxPvJSfm5uL\nlpYWlJaWorW1Fbm5uX7/XlhY6Pe7vr4+1NTUwGq1KtLwgbBarTh69Chyc3N17SCKh5wOlD9xHUTx\noPypgwgeWneg/IntoUcHTQyG9+7di66uLtjtdl8BXWlpKXbv3h1w9Tkg+AR+glACyh+hJpQ/Qk0o\nf4RoaGIwvHr16oC/f/zxxxU2iT6eeOIJvPfee0hLS8Onn34KAGhoaMDu3bthMpmQlpaG7du3Y9as\nWSqbElokUP68bNmyBT/5yU/w5ZdfYvr06SoZElomUP62bt2K6upqvPPOO4iLi8OLL76I+++/X2VT\nQosEO/+dPHkSO3bsQEJCAr7xjW9g06ZNKlrqA6PaAoS6rF27FvX19X6/u/vuu3Ho0CE0NzfjG9/4\nBjZu3KiSHaF1AuUPAC5fvowPP/wQGRkZKlgReiFY/u666y7U19fjzJkzNBAmZCNQ/k6cOIELFy7g\n8OHDOHv2LH784x+rZKcvaDD8/zGbzSgrK4PZbNaVQ2lpqd8EebPZjMrKSp+DzWaD0ah8TPTWH3o7\nXi+B8ldWVoYXXngBmzdvVsxjInrrD70dr5eJ+QOA+Ph4ZGdn664t1HTQ2/F6CZQ/7yNivY8Vu+mm\nmxTz8aLH/tDMc4YJ6XR3d+OBBx7wu03zs5/9DL/73e+QmpqKhoYGzJgxQ0VDQstMzF9dXR2OHDmC\nrVu3IisrC01NTTRNgpCNifnbuHEjtm/fjpSUFCxatAhbtmxBSkqKypaEVpmYv4KCAqxcuRIHDhxA\nYmIiNm/ejEWLFqlsqX3oyjARkBdeeAE9PT149NFH8corr6itQ+gEu92OF1980W9qDn1fJ5Rk/fr1\n6OjoQEtLC2bNmoUf/ehHaisROsLpdGJgYAB/+tOf8Mtf/hLf/OY31VbSBTQYJkKyZs0avPPOO2pr\nEDrhL3/5C7q6urBgwQJkZWXh0qVLKCwsxBdffKG2GqETZs6c6Vuk6fvf/z4++eQTlY0IPZGeno6H\nHnoIALB48WIYjUZ89dVXKltpHxoME/B4PH5X3y5evOj7/z/84Q+444471NAidML1+cvLy8OVK1fQ\n0dGBzs5OfO1rX0NzczNuvvlmlS0JrTLx/HflyhXf/+/btw95eXlqaBE6YWL+Vq1ahT/+8Y8AgAsX\nLmBsbIymKSqAJh6tRkhnzZo1OHLkCL766itYLBZs3LgR77//Ps6fP4+YmBhkZGTgjTfeUFuT0CiB\n8rd27VrfvxsMBpomQchGoPw1NDSgpaUFRqMRmZmZePPNN9XWJDRKoPx997vfxdq1azFv3jyYTCb8\n7ne/U1tTF2imgM7tdqO6uhrJyclYs2YN7HY79uzZg8HBQaSmpqKqqgoJCQlqaxIEQRAEQRACoZlp\nEidPnsTMmTN9Pzc2NiI7OxsbNmxAVlYWPvroIxXtCIIgCIIgCBHRxGB4cHAQ7e3tWLhwoe93bW1t\nyM/PBwAsWLAAbW1taukRBEEQBEEQgqKJwXB9fT0qKyt9FcDA+GIR3oc1T506FTabTS09giAIgiAI\nQlCivoDuwoULSEpKwi233ILOzs6gf3f9QBkAhoaGYLVa/X5nNpuRnJwsiydBXA/lj1ATyh+hJpQ/\nQjSifjDc09OD8+fP48yZM75HlLz++uswm804ePAgzp49i4SEBDgcDrS3tyMnJwcA0NTUhKNHj/rt\nq6ysDOXl5WocBqEzKH+EmlD+CDWh/BGioZmnSTgcDly+fBknTpyAzWbD9OnTYbPZMGfOHLjdbtjt\ndlRWVvr+Ptg3U5fLBafTKcnBZDJhdHRU8jHExsZi2rRpGBgYkOzA6iGCAy8PXg5yQPkT14GXh97y\nB1Dfi+TA6kH5U96Bl4cIDqwecuYvEJoZDANAV1cXjh8/DqvVioqKCrz77rtwOByYNWsWqqqqkJiY\nGHL7kZERjIyMSH6uqdFohNvtlrQtMD6VIz4+Hg6Hg+nZqiweIjjw8uDhkJqaKnn7SKH8ieHAy0Nv\n+QOo70VyYPWg/CnvwMtDBAdWD6XzF/XTJLy43W4cOHAA/f39KCoqwm233Yb8/Hy0tLTAZrPh4MGD\nWLZsWchnDSckJGB4eBhjY2OSHBITE2G326UeAuLi4pCamgqbzSbZgdVDBAdeHjwclITyJ4YDLw+9\n5Q+gvhfJgdWD8qe8Ay8PERxYPZTOn2YGw0ajEevWrcPIyAh27dqFL774AosXL0ZZWRkMBgMOHz6M\n+vp6rFy5EkDw2zSxsdKbJCYmhqkDva/N4sDqIYIDLw9eDnJA+RPXgZeH3vIHUN+L5MDqQflT3oGX\nhwgOrB5y5i8Qmpgm4XQ6sW3bNrhcLrjdbkyZMgVz585FQUGBbxW6pKQk2O12PPXUUwCAhoYGmsBP\nqAblj1ATyh+hJpQ/QjQ0MRi22WxwuVxITk7G6OgotmzZgvLycvT39yMlJQWlpaXYsWMHBgYG8PTT\nTwPQdwGT0+lES0sLurq6kJmZiYKCAsTExCjqEA6RigjkQM/5E92Bl4fe8gdQ34vkwOpB+VPegZeH\nCA6sHkoX0GlimoTVakVNTQ08Hg/cbjfi4+NhsVjQ0NCA5ORknD171vdG85KcnHzDMw29E/ilXp73\neDxMl/YNBgOuXbsGg8HAtJ9wHk1NTVi5ciXGxsYQFxeHuro6LFmyRFGHcPDw4OEgF3rOn+gOvDz0\nlj+A+l4kB1YPyp/yDrw8RHBg9ZAzf4HQxGA4LS0NTz75JKqrqzE4OIiioiLMnj0bRqPRdyUYADZt\n2hRyP3opYOro6PDtf2xsDB0dHZg/f76iDuEQpYhASfSSP5fLhbNnz/ruTMyfPx9Go1FRh3BQ/qRB\nBUziOLB6UP6Ud+DlIYIDqwcV0EkkUAHdRK7/pqHnAqasrCzExcX5rgx7f1bSIRw8iwhCTQuZjIMc\nRFP+Im2/cB6tra1YtWqVL3+1tbVYtGhRSIdIESl/rA5yQAVM8nqI4MDqQflT3oGXhwgOrB5KF9Bp\nYjA8ODiImpoa2Gw2GAwGpKSk4OLFizAajdi8eTOmTp0Kl8vl1ykir4Aj9zyZiooK7N+/Hx0dHcjO\nzkZZWdkNgVVyrs5EHA4Hjh07FtIvEg4dOuQ3LWT//v2oqKjgaBw5cuaPtf0m9j3v9uvt7fW7M9Hb\n24vly5eHdFALUTx4o+fz32QRwUMEBzmg/IVHBA8RHJRCE4PhkZER3HfffcjMzITVasVLL72EuXPn\nYsaMGUhISMCjjz6KxsZGv8v1hYWFyM3N9duP2WzWzaT1BQsWYMGCBQCAq1evquIQjNOnT/sNvq6/\ncijFob293W/w1d7e7jv2UMg5gV/O/Eltv2B9H2n7hev79PR0vzsT6enp6OvrC+kQKSK8F0UuoJMj\nfwAVMInkwOpB+VPegZeHCA6sHlRAJ5EDBw7A4/HA4/EgNTUVM2bMgMViwblz5/DKK68gJSUFVVVV\nvknHtb0AACAASURBVL8PNIEfAPr6+iTPkYmNjWWaX+PF6XT67SfUHEu5PCY6RAqLQ2dnp9/gq7Oz\nc1KD12AOGRkZfoOvjIwMLv3Egpz5Y22/iX0fafuF6/t58+ahpqYG3d3dyMzMxLx58274ezXz53K5\n8Oc//xm9vb1IT0/HvHnzQr7fwjlE+v5VAjnyB0T/uYeXhwgOPD14o+f8TfZ8oFb+eJ3/WD2URhOD\n4bS0NKxbtw4AMDAwgO3bt2P27Nno6emB2+2GyWRCSkpK2OrEkZERxMXFSZ6rYjQawy75HApvBedE\nh5MnT/rNsbz+6Q+8PYI5RAqLQ3Z2tt/gKzs7W9K+vA5FRUWoq6vznXwWLVo0qTnDSlez8sqf1PYL\n1veRtt9k+r6kpAQlJSWTdogUlvydPHky6NNWpDhE+v71Em35A6Lj3ON0OtHU1BQ0zzw85PosUNIj\nWvMXFxcXsn+DEazNw+UlkEOoNg93PlA7f7zOf6we9DQJBkZHR7F7924sX74cJpNJ0gp0Ho+H6dYE\nyy2F2NhYTJkyBaOjo377CXSlr7CwUBaPYA6hCFRgNWXKFMkO+fn5qKurQ09PDywWC/Lz8yXt6/p2\nKCws9LXZZPtYjQISHvnLz89HbW2trz8m236h+j6S9ov2/EX6fguGtx2k7i/a8gco3/dSHMJNI+Lh\nIddngZIe0Zo/lmligdo80v2Fa/Nw5wO188fr/MfqQQV0EhgcHMS+fftw+fJlmEwm3xxYo9GIt956\ny28FOi/RVMCUk5Pjd6UvJycHM2fOZPaMxCEUchSo3X///Uzbi47cBSQTC9IiQYSiCTXzx/v9psb7\nNxzRVMDEu6B2MgWcgTyUgvfx8t4fD+TM32T7NxgT+511fxOZ7PlArfyJeL5SAk0Mho1GI+Lj41FY\nWIjy8nJUV1fjtttuw6lTp5Cdne1bge7atWu+baKpgCkvL8/vSl9eXp6v4CiUhxSkTJwPVGBVVFSk\n+gR+vRUwaaloQs385eXl+d2ZCPd+C4a3HSJ9/3qJtvwB8vS9lCtzUgs4Q3kEI9idCbULiIHxtjh+\n/DjT55EcyJm/cP0bjGD9Hun+wuUv3PlA7fzxOv8B421hs9kkP9qUCugiZGBgABcvXsTQ0BC6urpg\ntVpx7tw5tLa2RrQCHSBmARPg//QHt9sNt9sd1oOFSCbvByqwcrlcqheQiDx5P5oKONXwUDt/hYWF\nuP/++339Eer9Fozr2yGS968SRFMBU6TnUx4FnIE8gtHS0uI3B7SmpgYlJSWqFxAD423Bc3+8kDN/\nk+3fYEzs90j3N5n3wGTOB2rlD+Bz/gPG26K5ufkGv4KCAslucqGJwbDFYsHzzz8P4O8FdEuWLMGJ\nEyciWoFO1AImqR5SkOIQqMBKhAISHg5KImoBp5IelD9/ByURtYAp0vMpSwFnKI9g9PT03HAbXYQC\nYmC8LVg+j5SEV/6SkpJC9m8wQvV7JPtT+tzDO39SHIJhNBoD+k2mLamAjoGJBXQTmcwKdKIWMEnx\nkIJUh4kFVgaDQfUCEh5FLHIRTQWcSnpQ/vwd5CKaCpgiPZ8q/T4IdGeCJX+8CoiB8bZg+TySCz0X\ncPL24J0/KQ7BMJlMAf3Uzl8gDB6Px6PoK8pAbW0tzp8/D6fTiaVLl6K4uBhHjhzBsWPHMGPGDMTE\nxKCkpATHjh3zXSluaGgQtoCE0D6UP0JN5MxfdXU1/uVf/sX385tvvoknn3ySeb+iMjY2hqNHjwpV\noCY6dP7jh+j5E93PiyYGw93d3WhsbMSlS5fw7LPPAgCOHDmCrq4uzJkzB6Wlpb4V6CorKwEE/2bq\ncrmogIlW4fFzkAPKn7gOvDz0lj+AT8EW9b0YbRGt+aNzjxgOrB5UQCcBg8GAixcvIiYmBm+88QYA\nYObMmcjKysJf/vIXNDc3R/UKdGp4iODA6kEFdNIQoe9FcGD10Fv+AHkKmKQ4aKXvRWkL3kRTAaca\nDqweIjjw9FACTVwZBoCrV69i586dWL9+PYDxK8MtLS0wmUy49dZbsWzZMiQkJITcx8jICEZGRiC1\nSYxGI1OVuMFgQHx8PBwOh2QHVg8RHHh58HBITU2VvH2kUP7EcODlobf8AdT3IjmwelD+lHfg5SGC\nA6uH0vnTxJXhQIRafQ6gAiaRHXh56K2ASYQ2Z/UQwYGXh97yB1Dfi+TA6kH5U96Bl4cIDqwetAId\nJ5KSknz/X1hYiJ07d/r9ezStwKRXB0AcD95Q/sR3AMTx4A3lLzwieIjgIAeUv/CI4CGCg1JoYppE\nbW0t2tra4HA48NxzzwEYn3v0wQcfYHBwEACQlpaGb37zm75tqIBJXAdeHnorYBKhzVk9RHDg5aG3\n/AHU9yI5sHpQ/pR34OUhggOrBxXQSWBwcBAGgwEulwtbt25FeXk5Tpw4AbvdjqSkJLjdbr8rxQAV\nMEWDA6uHyJP3KX/iO7B66C1/APW9SA48PXhD+ZPXQwQHnh5KoIkrw8CNBXSvvPIK1q5dC7PZjOHh\nYWzfvh0bNmwIuQ8qYBLDgZeH3gqYRGhzVg8RHHh56C1/APW9SA6sHpQ/5R14eYjgwOpBBXScsNls\nMJvNAICpU6fCZrOF3SYhIQHDw8OSv8kkJibCbrdL2hYA4uLikJqaCpvNxvRtisVDBAdeHjwclITy\nJ4YDLw+95Q+gvhfJgdWD8qe8Ay8PERxYPZTOn2YHwxOZuM51sDlLLBWMMTExTB3ofW3WKkoWDxEc\neHnwcpADyp+4Drw89JY/gPpeJAdWD8qf8g68PERwYPWgp0lwwmw2w2q1+qZJTJwzHKiaNSMjAw8/\n/LBqFZRDQ0NoaGhAYWGhrh1E8bjeIdD8NhYof+I6iOJB+VMHETxEc6D86ctDNAfe+QuEZgbDE+e1\n5ObmoqWlBaWlpWhtbUVubq7fvxcWFvr9rq+vDzU1NbBarYo0fCCsViuOHj2K3NxcXTuI4iGnA+VP\nXAdRPCh/6iCCh9YdKH9ie+jRQROD4b1796Krqwt2u933NInS0lLs3r074FLMQPBqVr3xxBNP4L33\n3kNaWho+/fRTAOPt+c477yAuLg4DAwOYNm0azpw5o7KptqD8jRMof1euXMEDDzwAt9uNuLg4vPba\na1i0aJHKptqC8jdOoPx9/vnn+J//+R/s3r0bOTk52LFjh6/+hOAD5W+cS5cu4bHHHsPf/vY3GI1G\nfP/738fq1atht9vxyCOP4MqVK8jMzMTu3buRkpKitq6mMaotwIPVq1fjxz/+MZ577jn86Ec/QkFB\nARITE/H4449jw4YNeOyxx5CYmKi2ppCsXbsW9fX1fr9bvXo16uvrcebMGTz88MN46KGHVLIjtE6g\n/B06dAg//vGP0dzcjI0bN+InP/mJSnaE1gmUv5/85CeorKzEoUOH8OCDD+KXv/ylSnaE1omNjcXW\nrVvx2Wef4eOPP8arr76KixcvorGxEffccw/Onz+PpUuX4he/+IXaqppHE4NhQjqlpaUh5wTt3r0b\njzzyiIJGhJ4IlD+DwYChoSEA449MnD17thpqhA4IlL/Ozk5YLBYAQEVFBd555x011AgdMGvWLOTn\n5wMYr3O64447cPnyZZw/f953N/vxxx/HH/7wBzU1dYEmpknwwGw2o6ysTNXbYaI5fPTRR5g1axZu\nu+02VT3UQkkHvR1vKIef/exneO655/Dzn/8cHo8HJ06cUMVDhLag/CnPHXfcgdjYWJjNZvzmN7/B\npUuXFHcQoS0of8rS1dWFlpYWvPbaaxgdHUVWVhaA8QHzF198oaiL2m2hhoNmFt0gpNPd3Y0HHnjA\nN2fOy/r165GTk4Mf/vCHKpkRemBi/p555hmUl5dj1apV2Lt3L9588018+OGHKlsSWmVi/i5cuIAN\nGzagv78fK1aswK9//Wv09fWpbEloGavVivvuuw/PPfccVq5cienTp6O/v9/37zNmzMBXX32loqH2\noSvDREBcLhf27dtHhXOE4vz2t7/Fyy+/DGB8/voTTzyhshGhJ+bOneubR9ze3o73339fZSNCyzid\nTqxevRrf+c53sHLlSgBAWloa/va3vyEtLQ1XrlzBzTffrLKl9qE5wwQ8Hs8Nj6b78MMPcccdd+DW\nW29VyYrQCxPzN3v2bN8zSA8fPoy5c+eqpUbogIn5814FdrvdeOGFF7Bu3Tq11Agd8N3vfhd33nkn\nnnnmGd/vVqxYge3btwMYvzjgHSQT8kHTJHTOmjVrcOTIEXz11VdIS0vDxo0bsXbtWqxduxZ33XUX\nnnzySbUVCQ0TKH+5ubn4wQ9+AJfLhYSEBLz22msoKChQW5XQIIHyNzw8jFdffRUGgwEPPfQQXnzx\nRbU1CY1y/Phx3HvvvZg3bx4MBgMMBgNefPFFFBUV4Zvf/CZ6e3uRkZGB3bt3IzU1VW1dTaOZwbDb\n7UZ1dTWSk5OxZs0a2O127NmzB4ODg0hNTUVVVRUSEhLU1iQIgiAIgiAEQjPTJE6ePImZM2f6fm5s\nbER2djY2bNiArKwsfPTRRyraEQRBEARBECKiicHw4OAg2tvbsXDhQt/v2trafM/vW7BgAdra2tTS\nIwiCIAiCIARFE4Ph+vp6VFZWwmAw+H5ns9l8z6ebOnUqbDabWnoEQRAEQRCEoET9o9UuXLiApKQk\n3HLLLejs7Az6d9cPlAFgaGgIVqvV73dms5nWSycUgfJHqAnlj1ATyh8hGlE/GO7p6cH58+dx5swZ\n3yNyXn/9dZjNZhw8eBBnz55FQkICHA4H2tvbkZOTAwBoamryPb7JS1lZGcrLy9U4DEJnUP4INaH8\nEWpC+SNEQzNPk3A4HLh8+TJOnDgBm82G6dOnw2azYc6cOXC73bDb7aisrPT9fbBvpi6XC06nU5KD\nyWTC6Oio5GOIjY3FtGnTMDAwINmB1UMEB14evBzkgPInrgMvD73lD6C+F8mB1YPyp7wDLw8RHFg9\n5MxfIDQzGAbG1/Y+fvw4rFYrKioq8O6778LhcGDWrFmoqqpCYmJiyO1HRkYwMjJywwIUk8VoNMLt\ndkvaFhifyhEfHw+HwyHZgdVDBAdeHjwclHy2I+VPDAdeHnrLH0B9L5IDqwflT3kHXh4iOLB6KJ2/\nqJ8m4cXtduPAgQPo7+9HUVERbrvtNuTn56OlpQU2mw0HDx7EsmXLQj5rOCEhAcPDwxgbG5PkkJiY\nCLvdLvUQEBcXh9TUVNhsNskOrB4iOPDy4OGgJJQ/MRx4eegtfwD1vUgOrB6UP+UdeHmI4MDqoXT+\nNDMYNhqNWLduHUZGRrBr1y588cUXWLx4McrKymAwGHD48GHU19f7ljUMdpsmNlZ6k8TExDB1oPe1\nWRxYPURw4OXBy0EOKH/iOvDy0Fv+AOp7kRxYPSh/yjvw8hDBgdVDzvwFQhPTJJxOJ7Zt2waXywW3\n240pU6Zg7ty5KCgo8K1Cl5SUBLvdjqeeegoA0NDQQBP4CdWg/BFqQvkj1ITyR4iGJgbDNpsNLpcL\nycnJGB0dxZYtW1BeXo7+/n6kpKSgtLQUO3bswMDAAJ5++mkAVMAksgMvD70VMInQ5qweIjjw8tBb\n/gB5+t7pdKKlpQVdXV3IzMxEQUEBYmJiZHEI5REJIjiwelD+lHfg5SGCA6uH0gV0mpgmYbVaUVNT\nA4/HA7fbjfj4eFgsFjQ0NCA5ORlnz571vdG8JCcnB3ymYV9fn+Q5MrGxsUzza7w4nU6m/fDwEMGB\n1cPr4HK5cPbsWd+H6fz582E0qrveDOVPfAdWD14OciBH/gB5+r6lpQWrVq3C2NgY4uLiUFNTg4KC\nAlkdAnlEgggOPD14E035U8OB1UMEB54eSqCJwXBaWhqefPJJVFdXY3BwEEVFRZg9ezaMRqPvSjAA\nbNq0KeR+RkZGEBcXJ3muitFoDPvEilAYDAZcu3aNyYHVQwQHXh5eh5MnT/p9mNbV1WHJkiWTclAS\nyp8YDrw8eDgoCWv+AHn6vqenx/eBOjY2ht7eXpSUlMjiEMojEkRwYPWg/CnvwMtDBAdWD6Xzp4nB\nMBC4gG4i1zdusNs0Ho+H6dYEyy2F2NhYTJkyBaOjo8y3JkJtH+q2o1IO4eDh4XXo7Oz0+zDt7OxE\nYWHhpBzkQs/5E92BlwcPB7mQI3+APH2fkZGBuLg435fZjIyMkK/Bcv4L5RHJ/qZMmSK5HZxOJ1pb\nW9HT0wOLxYL8/PyQ00JCwdofchFN+VPSgZeHCA6sHkoX0GliMDw4OIiamhrYbDYYDAakpKTg4sWL\nMBqN2Lx5M6ZOnQqXy+VX1SjnCjgOhwPHjh1DR0cHsrOzUVZWFlFFpdzzZA4dOoSVK1f6Plz279+P\niooKRR0mCw+PnJwcvw/TnJwczJw5k4OddERegUmEvhfBARDHgzfRdP6rqKjA/v37Je9vIpM5/wXy\nYN1fJH4rVqzgtj8RofNfeETwEMFBKTQxGB4ZGcF9992HzMxMWK1WvPTSS5g7dy5mzJiBhIQEPPro\no2hsbPR73l1hYSFyc3P99mM2m7lMWj99+rTfybG2thaLFi0Ku71Sk9bb29v9rpS2t7djwYIFijqE\ngteVEa9DXl4eamtrfVdu8vLy0NfXF3Z7OSfwy5k/qYjQ9yI48PIQuYBOjvwB48d8/Phx7ue/BQsW\n+M5RV69eDesg9fwXzmOy+ysqKpLc9+H8IsFkMsFms0VUgOglWvNH5x4xHFg9qIBOIgcOHIDH44HH\n40FqaipmzJgBi8WCc+fO4ZVXXkFKSgqqqqp8fy9nAVOg2/KRnMzknrQe6LbjxL9Xc+J8pAUzk3G4\n/sPU7XYzrc7DAyqgE9+B1UPk4hE5C5i0cP6LxCPQ/lwul+RjmKzfZIiNjUVzczOX8ylPqIBOXg8R\nHHh6KIEmBsNpaWlYt24dAGBgYADbt2/H7Nmz0dPTA7fbDZPJhJSUlLATsnkVMGVnZ/udzP4fe3ce\nH1V5t4//mslKEpIoBsKSDYEgTyCBQMAQiEFoiKLgC1CKRVqslqIFH/u4fF9uqHWpVrQulPL0aVBK\nLAGNCRWhoAGKVFAkkbYsQchCIxBNSDJjFjIzvz/yy5QJs5yZs8ydOdf7L5jMnFxzzmcm95y5P+ce\nPny4pEnkriatd3V14fDhw/ZP9hMnTnT7yd7TpPWsrCyUlZU53Z4IE+e9bZhRIwPQ9xpIAqVpwtsM\nzl4fcjL0bK+mpgZJSUkeX2+u6K3+gO7nrPT7ny8ZfH3/8yWHs+3JOfY925Nbf0D3vvD1/bSv1h8b\n6MTIIDeH1vUXENcZ7tHR0YENGzYgNzcXo0ePhtlsRkREhH0FOpPJ5HEFOiWu82qxWHDkyBGfv5bq\n/dWEt9Mu+vpXRb5OM1EyA9D3rrMZSF+NeZPBWb1MnTqV9eeGmtd5/f777xV9//Mlg79fByJk6Mkh\nd9qKGnidYXVziDBNUW4OTpPwQXNzM95//33U19cjLCzMPqfMaDRi48aNDivQ9VB7An9BQYHPj+1d\nAHV1dVd8spezfV8yuCO3YaY3pRtmRNSXGpiUPr6+ZHDH2evD2Vewcran9utNa2rWX3R0tKLvf/4i\nQg4lMoj4fsoGOs/8lUMPDZzOBMRg2Gg0IjQ0FJmZmcjLy8P69etx7bXX4tChQxg+fLh9Bbrvv//e\n/pi+1MCUkJDg8LVjQkKC2wawvn5mDug+PjNnzkRTU5PHhhlXRD4z15caOEX/ZsLZ66OlpcXnDN6+\n3lzRW/0BPDMnUobLc3jTgNg7gxpYf+rmkJNB6QZOnhnWUFNTE06dOoWWlhZUV1fDZDLh2LFjqKys\nDIgV6MaOHYuSkhLU1NQgOTkZY8eOdft7tG4icNYwM2XKFL9P4Bd58n5fauD0dnue9ruUFQG9Oe7O\nXh9yGpjGjh2L0tJS1NXVISEhwePrzRW91R/ABiaRMiiZQ2l6rj+pK6L6q/6UbuAUsf6cCYjBcGJi\nIp566ikA/2mgmzx5Mg4cOBAwK9BlZ2dLbiLTuonAWcOMCBP49dbApFYDp7fb87Tf3a0I6Otx7/36\nkHvsr7/+euTm5qKzsxO+tlX0ZPC2AbZHX6s/gA1MImWQm4P1p04GTyuieptD6QZipRs4+0r9BcRg\nuEdHRweKi4tRUFCAsLCwK37OFejUyZCRkeFwHd+MjAwYDAa/7wu9rQDW83ydHQ8p23S1z73dnqf9\n7m5FQBFeA0rl6MkgZ9qKWrgCmLo5RMggNwfrT50MnlZE9TaHq2mKcp7D5MmTMXv2bPtUDX+8DrgC\nnY8sFguKi4uRnp6O0aNHA+h+cZlMJkRFRaG1tRWRkZH2+3MCv7IZ1GowEmFfqKEvNXDK3V5vUlYE\nFOW4K5FDxIY8vv95JkIOETKoQc8NxFJXRJV67JVuIPYlQyAIiEurlZaW4ujRowgJCcEjjzwCANiz\nZw8OHDiA0NBQREVFIT4+HpGRkZg1axYAXtpK5AxK5RC5gUnP9efu0oOBWH9yGxrVwEtbqZtDhAxy\nc/TV+lN6BUSlG4g9XXrV22OvRgO7kvUn4gqITn+fZr9JRYMHD0ZFRQUAYN26dQCAuLg4TJ06FdXV\n1WhpaUFLSwvy8/Ptj+lLDXT+yCFCBrk5RJ68r/f687QiYCDVn7cNsFrQcwOTFjlEyKBkDqX1pRUQ\nlW4gBqStiCr12CvdQOxLBldEXQHRmYAYDGdlZWHUqFEoKiqyr0S3Z88ehISEYOnSpZK3I3IDnVY5\nRMigVA69NtD5SoRjL0IGpXJcnsGbBtjLM2hJLw1MWuQQIYPcHH21/kRvIPY1hztKNxArWX99ZQXE\ngBgMu3Lo0CFUVlZiyJAhyM/PR3h4uNv7h4eHo7W11edPQv369XNY2MNbISEhiI2NhdlslvVpTE4O\nETIolUOJDFpi/YmRQakceqs/gMdepAxyc/TV+ktLS3M4U5qWliZpH7ja595uT4RjL0KGnhyJiYkO\nHyYSExMlHw8tBexgeNKkScjNzbUvxbxz5077UsyA6zlLcj4FBQUFyTqAPb9bbhelnBwiZFAqh1IZ\n1MD6EzeDUjn0Vn8Aj71IGeTm6Kv1FxYWhqysLGRlZXn1WHf73JvtiXDsRcjQk2PChAkOVyPyZs6w\nlgKmge748ePo7OzEE088AQBoa2vDli1bHJZivu++++yPKS8vF7abmgIf64/8ifVH/sT6I9EExGC4\npqYGHR0d2Lx5s30w/OGHHyImJsa+FHNTU5PDAhx67uYXPYNSOXg1Ce+IcOxFyKBUDr3VH8BjL1IG\nuTlYf9pnUCqHCBnk5tD6ahIBMRjeunUrzpw5A7PZjOjoaOTl5eGjjz5CdHQ0goKCEBUVhcbGRqxa\ntcrtdtrb29He3i5rxSlnXaFSGQwGhIaGylr1Sm4OETIolUOJDLGxsT4/3lusPzEyKJVDb/UH8NiL\nlEFuDtaf9hmUyiFCBrk5tK6/gJgzvGDBAly8eBFFRUVYsWIFAGDnzp1eLcUMsIFJlAxK5dBbA5MI\n+1xuDhEyKJVDb/UH8NiLlEFuDtaf9hmUyiFCBrk52ECnkt6X6WADk7gZlMqhtwYmEfa53BwiZFAq\nh97qD+CxFymD3BysP+0zKJVDhAxyc3A5ZoW4W4oZcL4cZFJSEubPn++3JQhbWlpQXl6OzMxMXWcQ\nJcflGZRa3rIH60/cDKLkYP35hwg5RMvA+tNXDtEyKF1/zgTMYLj3vJbU1FRUVFQgJycHlZWVSE1N\ndfh5Zmamw20NDQ0oKSmByWTSZMc7YzKZsHfvXqSmpuo6gyg51MzA+hM3gyg5WH/+IUKOQM/A+hM7\nhx4zBMRgeOvWraiurkZbWxvWrFmDvLw85OTkoLi4GEeOHEFMTAwWLlzo8BhXy0HqzdmzZ3HXXXfh\n/PnzMBqNuP322wEAf/nLX/D666/j2LFj+PzzzzFhwgQ/Jw0srL9uvevvjjvuAAD86le/Qnl5OcLC\nwnDttdeisLCQ+0tBrL9uvevv3nvvxfz581FeXo7i4mKEhYVh0KBB2LBhA+Lj4/0dN2Cw/rr1rr97\n7rkHCxYssP/8lVdewUMPPYRvv/0WV199tR+TBr6AGAxfXjyX82YpZr0KDg7GmjVrkJGRAZPJhPT0\ndBQUFGDGjBkoKSnBz372M39HpADmqv6mT5+ON998E0ajEY8++iheeOEFvPDCC/6OSwGmd/1lZmYi\nPT0dU6dOxf33348hQ4bgjTfewNNPP43f/e53/o5LAcZZ/WVkZAAA6uvrsWvXLiQlJfk5pT4Y/R2A\n/Cs+Pt7+4ouKisLIkSPR0tKCESNGYOTIkbIuq0Lkiav6mz59OozG7renKVOm4OzZs/6MSQGqd/1d\nd911+OabbxAaGmq/j9lsttcikZJc1R8ArF69Gi+//LI/4+kKX+H/v6ioKOTm5iIqKkq3Gaqrq3Hs\n2DEsWrTIr/sB8P++0DqD3p6vM67q749//CMKCgo0zeLvfaF1Br09X2eqq6tRUVGBadOmITc3F6++\n+ioSExNRVFSEZ555RtMs/t4XWmfQ2/N15vL6Cw4ORnJyMsaOHeuXLP7eF/7IIGnRDYvFImktaeq7\nTCYTbrjhBjzxxBOYO3eu/fa8vDy88sornDNMqnJVf8899xy+/PJLvPfee35MR4HOVf0BwK9//Wu0\ntbVh9erV/glHAe/y+vvBD36AvLw87Nq1C/3790dKSgq++OILDBgwwN8xA5qkM8ODBw/GqlWr8MUX\nX6idh/ygq6sLCxYswJIlS674Q0CkNlf1t2HDBmzfvh1FRUV+TEeBztP73+LFi/lhjFTTu/6+/vpr\nVFdXIz09HSkpKTh79iwyMzNx4cIFf0cNaJIGwzt27EBQUBBuueUWXHfddXj++edRV1endjbSyLJl\nyzBmzBiXy1Vz3jCpyVn97dixAy+//DLKysoQFhbmx3QU6JzV36lTp+z//uCDD3Ddddf5IxrpQO/6\nS0tLw7lz53D69GmcOXMGw4YNw5EjRzBw4EA/Jw1skqZJ9LBarfjrX/+KP/3pT9i2bRsmTJiA1f0z\nVAAAIABJREFUJUuW4I477rhiUQvqGz799FNMnz4dY8eOhcFggMFgwPPPP4/29nb84he/wLfffovY\n2FhkZGTgo48+8ndcCjDO6u+5557DypUr0dnZaf9qcMqUKVi7dq2f01KgcfX+94c//AEnTpxAUFAQ\nkpKSsG7dOgwePNjfcSnAuKq/2bNn2+8zfPhwfPHFF7y0msq8GgwDQE1NDTZu3IgNGzbAaDQiISEB\nR44cwW9/+1ssWbJErZweWa1WrF+/HtHR0Vi8eDHa2tqwZcsWNDc3IzY2FgsXLkR4eLjf8hERERGR\neCRNk2hqasLvf/975OTkYMKECfj3v/+Nd955BydPnsTHH3+MnTt3YuXKlWpndevgwYOIi4uz/3//\n/v0YPnw4fvGLXyAlJQV/+9vf/JiOiIiIiEQkaTA8bNgwbNu2DStXrkR9fT1+97vfITs72/7zSZMm\n+bXxqrm5GVVVVQ5XPDh+/Lj9+n3p6ek4fvy4v+IRERERkaAkrUB3+vRpDBo0yO19NmzYoEQen+zc\nuROzZs1CR0eH/Taz2Wy/Pl3//v1hNpv9FY+IiIiIBCVpMFxYWIgbb7wRkyZNst926NAh7NmzBw8/\n/LBq4aQ4efIkIiMjMXjwYJw5c8bl/QwGg8P/W1paYDKZHG6LiorieumkCdYf+RPrj/yJ9UeikdRA\nN3jwYJw6dcrhihEmkwmjRo1CfX29qgE92b17N7766iuYzWbYbDbYbDYMHDgQFosFo0aNwtGjRxEe\nHo7GxkYsWrQII0eOBACUl5dj7969DtvKzc1FXl6eP54G6Qzrj/yJ9Uf+xPoj0UgaDA8YMOCK9do7\nOzsRHx+PxsZGVQNK1dnZifr6ehw4cABmsxlXX301zGYzRowYAavVira2NsyaNct+f1efTC0WC7q6\nunzKEBYW5jBVw1vBwcG46qqr0NTU5HMGuTlEyKBUDqUyqIH1J24GpXLorf4AHnuRMsjNwfrTPoNS\nOUTIIDeHmvXn9PdJuVNmZibWrl2LBx54wH7bunXrhFqit2egbrPZYLVakZGRgW3btmH//v2Ij4/H\nwoULHe4fHR3t9CuZhoYGXLp0yacMwcHBPj/2cl1dXbK2o0QOETLIzaFUBjWw/sTPIDeH3uoP4LEX\nKYOSOZTG+lM3hwgZlMyhBUlnhv/5z39i1qxZGDx4MK699lp8/fXXOHfuHHbt2oUxY8ZokdOjnusM\nNzY2IisrCzNnzsSePXtQUVGBsLAwDBkyBPn5+W6vNdze3o729nafV1wzGo2wWq2+PgUYDAaEhoai\ns7NT1qpvcnKIkEGpHEpkiI2N9fnx3mL9iZFBqRx6qz+Ax16kDHJzsP60z6BUDhEyyM2hdf1JXnTD\nZDJh27ZtOHv2LBISEjBnzhz71RpE0t7ejs2bN6OgoACRkZGIiIiAwWDAxx9/DJPJZL8EHL+mFjeD\nUjn09jW1CPtcbg4RMiiVQ2/1B/DYi5RBbg7Wn/YZlMohQga5ObSeJuH1CnQi6urqQmFhISwWC6xW\nKyIiIjBq1CiMHz/evgpdZGQk2tracN999wHgBH7yL9Yf+RPrj/yJ9UeikTQYPnPmDB577DFUVFRc\n8WmutrZWtXBSmc1mWCwWREdHo6OjA6+88gry8vLQ2NiImJgY5OTkYNOmTWhqasL9998PgGfmRM6g\nVA69nZkTYZ/LzSFCBqVy6K3+AB57kTLIzcH60z6DUjlEyCA3h5ANdIsXL8a1116LV155BREREWpn\n8prJZEJJSYm9eS40NBSJiYkoLy9HdHQ0jh49an+h9WADk/gZ5OYQefI+60/8DHJz6K3+AB57kTIo\nmUNprD91c4iQQckcWpB0Zjg6OhoXL16E0Shp9Wa/cNZA9+KLL+LRRx+136f3/3tjA5MYGZTKobcG\nJhH2udwcImRQKofe6g/gsRcpg9wcrD/tMyiVQ4QMcnNoXX+SzgxPnz4dR44cQWZmptp5fGY0GrF8\n+XJ7A92FCxeuuM/lq9C5+prGZrPJ+mpCzlcKwcHBiIiIQEdHh+yvJnx9vAgZlMqhRAa1sP7EzaBU\nDr3VH8BjL1IGuTlYf9pnUCqHCBnk5lCz/pyRdGb4/vvvx+bNm3HbbbchPj7e4WfPPPOMauGkam5u\nRklJCcxmMwwGA2JiYpCSkoL9+/fDYDCgf//+sFgs6OjowIMPPgiAE/jJv1h/5E+sP/In1h+JRtJg\n+Cc/+YnLnxUWFioayBfnz59HW1sbkpOTYTKZ8NprryE/Px9fffUVwsPDceedd2L//v0Oq9CxgUnc\nDErl0FsDkwj7XG4OETIolUNv9Qfw2IuUQW4O1l+3rq4uVFRUoLq6GsnJyRg/fjyCgoJUyeAuhzdE\nyCA3h5ANdCIMeD3ZsWMHbDYbbDYbYmNjMWDAACQmJuLYsWN44403EBMT47AKHRuYxM8gN4fIk/dZ\nf+JnkJtDb/UH8NiLlEHJHErrS/VXUVGBefPm4dKlSwgJCUFJSQnGjx+vagZnObwhJ4PFYsE//vEP\n1NXVISEhAWPHjvW5X0zU+nNG8qSM48ePY8uWLTh//jzefPNNnDhxAh0dHRg3bpya+SQZNGgQli9f\nDgBoamrChg0bMHToUNTW1sJqtSIsLAwxMTEOc4adaW9vR0hIiM9zVYxGI/r16+fTY4HuOc3ff/+9\nrAxScnR1deHw4cP2T7oTJ060f9LVKoM7PflqamqQlJTkkE+rDAA81ovS9FJ/omdQKofe6g/gsRcp\ng9wcrL9utbW19gHdpUuXUFdXh+zsbFUyuMvhDTkZDh48iLlz59oH/2VlZZg8ebLmObSuP0l7esuW\nLVixYgXmz5+PoqIivPnmm2htbcWjjz6K3bt3q51Rso6ODhQXF6OgoABhYWGYNGkScnNz7SvQ7dy5\n0+MKdHpoYPriiy8cir20tBQTJ07UNIM77vJplQHoew0kfaX+RM/Q1dWFyspK1NbWIjExERkZGT59\nGNNb/QF949h7+trb2xzOthcREREQr0W19KX6S0pKQkhIiP3vUVJSktvf0dfr78yZMw6D/zNnzvh8\n8YSwsDC0t7d7Nc2kh9YNdJJ+25NPPondu3cjPT0dmzdvBgCkp6ejsrJS1XDesFgsKC4uRnp6OkaP\nHg0AiIyMtP88MzMTRUVF9v8fPnxY2An8as+Tqauru+KTbkFBgaYZ3JGSzxudnZ3Yt28fTp8+jeHD\nhyM3NxchISFKxfVJX6o/f+w/f9bf7t27ceutt9r/+G3fvh0zZ870Wx41qFl/cutF7WO/e/duhw/b\nro6v1BxSt+cLJfYF3/+803ufz5w5E9u3b1ds/4lefyNHjnQY/I8cORJxcXE+b+/QoUOqvT6UJGkw\nfOHCBft0iJ5T1waDQfPT2K40Nzdj/fr1sFqtaG1tBQBMmTIFDQ0N+Oijj9Dc3AygezpFj8zMTKSm\npjpsJyoqSpFJ695OuO+h1aT1hIQEh2JPSEhAQ0ODphnccZfPlwy+nmlWcwJ/X6o/b/efp2PvLp8I\n9VdVVeXwYayqqgrp6emaZgD6Xv0B3c/5008/lfV6U7uBydPx9bYGnW0vKyvL52Ov1DcTgDLHQw1q\n1p/ZbFb87296erq9Ri5evOgxQ1+uv7S0NJSVldnrLy0tzae/v0D3vvD1/VTIBrrMzExs3LgRd911\nl/22P//5z8jKylItmDe++eYbfP/99xg4cCAAYNeuXQgODsbBgwfR1taGyMhIWK1WhzPFajYweTvh\nvrfeE+ctFguOHj1qf3GPGzfO7YR2T5PWx44di5KSEtTU1CA5ORljx4694v7+bNwYO3YsSktLHSbw\n+7KtngzOvvbxZXCjpL5Uf97uP0/HXko+f9afs69F5dSfiNRsYJL7elO7gUnq8ZVag862Z7FYfN6P\ncl+/l1PieKhBzfo7cuSIou9/vmToy/UHdI/5Zs+ebT8evi6cERwcrNj7qdokDYZff/11/OAHP8D/\n/d//wWw2Iz8/HydPnsRf//pXtfNJMnr0aDz11FP2/7/77ru46qqrYLVasXz5ckRFRaG1tRUbNmxw\nux2lGpi8nXDfw9XE+YMHDzq8uD1NaJcyaT07O9tpJl8m7ztryJPbRHD99dcjNzdX9io8/fr1w/Dh\nwx1ejMOHD5eUra81kKhVf97uP0/H3l0+EeovKysLZWVlijVwumtYdaev1R/Q/ZzlvN60aGDqOb6u\njoe3Nehse3Lqz9fXrzNyj4eWlKo/pd//fMnQl+vPlwyuGI1Gj8/XXQYtSXqWo0ePxvHjx/GXv/wF\nc+bMQUJCAubMmYOoqCi183mtqakJ586dw7Bhw2A2m+0Z+/fvD7PZ7Pax4eHhaG1t9flTS79+/dDW\n1obExESHN5/ExES0tbV5fHxISAhiY2NhNpsdMpw+fdrhxX369Gm3V/HoyeELVxnccXYmIzs72+cM\nvuborWc/pKWlOZwJT0tLk3w8tCRq/Xm7/zzVn7t8otTf5WdGOjs7fdpGz37w9UxfX6s/oPs5y3m9\nOTv23tazlPe/cePG2d9Dex9fX2qw9/aCgoJ8rj9fX7/OyD0eWlKq/pR+//MlQ1+uP18zONOvXz90\ndna6fb7uMmhJ8pA/IiICt99+u5pZZOt9NYnepCzHLOdTUFBQEEJCQjBhwgSUlpb63D3ZO0NKSorD\ni7vn/55y+MJVBndqamocBuu1tbWYNm2arGL2JUdvl++HrKwsr6f1+KObWsT6A7zbf57qz12+QKw/\nZ/mk7Mu+Vn9A93MOCwuT9XrrncHbepbz/ucuhzfkZJgwYYLDnE05c4aVOB5qULP+1Hj/8zZDX64/\npTLIzSHM1SRmz56NHTt2AACmTZvm8pT1vn371EnmhdLSUpw4cQJdXV2YMWMGRo8ejT179qCzsxNv\nvfUWgoKCkJ2d7TBnWO1uVjlXP1C7m9WXDO446z51Nh9M7Rx9SV+qPzV4yhdI9ad0d7YS+lI3PyCv\nnpXMoZXZs2f77XdrQc36i46OFv79TwoRcoiQQSsul2MuKirC4sWLAQBvv/22yw0sXbpUnWReqKmp\nwf79+3H27Fk88sgjAIA9e/aguroaI0aMQE5ODpdjVjGDxWLBkSNHrrjOob/3hcjd/Kw/5TKIXn/O\n8nnT3a6GvrQcrpYZlMohQga5OVh/2mdQKocIGeTm0PpqEi4Hw31JbW0tCgsLERQUhGuuuQYAEBcX\nh2uuuQbV1dVoaWmxL8fsblJ5e3s72tvbZTVs+dp1CXRP4wgNDZXVNCY3hwgZlMqhRIbY2FifH+8t\n1p8YGZTKobf6A3jsRcogNwfrT/sMSuUQIYPcHFrXn6RJGStXrsSiRYscOjIPHDiA4uJivPbaa6qF\nkyoxMRGrVq1CUVGRfVnmPXv24MiRIwgLC0NiYiLy8/MRHh7udjtKNTD5SssJ/CJnUCqHEhm0xPoT\nI4NSOfRWfwCPvUgZ5OZg/WmfQakcImSQm0PIBrp3330Xv/nNbxxuy8zMxLx584QYDDvjbilmQN0G\nJl+JNGmdTQR9r4FEhH0uN4cIGZTKobf6A3jsRcogNwfrT/sMSuUQIYPcHMI00F3OYDBccarbYrHI\nOg2vpNLSUhw/ftzhkh1GoxEbN25Ec3MzIiMjr/h00tcaSPSYARAnh9JYf+JnAMTJoTTWn2ci5BAh\ngxpYf56JkEOEDFqRNGd4/vz5SElJwUsvvWSfA/Loo4+iqqoKJSUlWuR0q6amBh0dHdi8eTOeeOIJ\nAMCHH36ImJgY5OTkYNOmTWhqasL9999vfwwbmMTNoFQONtB5R4RjL0IGpXLorf4AHnuRMsjNwfrT\nPoNSOUTIIDeHkA10Z8+exZw5c/DNN98gKSkJtbW1GDx4MLZt24Zhw4ZpkdOtrVu34syZMzCbzYiO\njkZeXh4++ugjREdHIygoCFFRUWhsbMSqVavcbocNTGJkUCqH3hqYRNjncnOIkEGpHHqrP4DHXqQM\ncnOw/rTPoFQOETLIzSFkA92wYcPw5Zdf4tChQ6irq0NCQgKysrJgNBrVzifJggULcPHiRRQVFWHF\nihUAgJ07dzqcCX7xxRc9bocNTGJkUCqH3hqYRNjncnOIkEGpHHqrP4DHXqQMcnOw/rTPoFQOETLI\nzSFkAx3QPUf40qVLsFqtmDJlin1p48sXshBZ70VD2MAkbgalcuitgUmEfS43hwgZlMqht/oDeOxF\nyiA3B+tP+wxK5RAhg9wcQjbQHT16FLfeeivCwsJw9uxZ3HHHHdi7dy/efvttbN68We2MPomKioLJ\nZEJUVBRaW1uvGLQ7m8CflJSE+fPn+23SeEtLC8rLy5GZmanrDKLkuDyDUiua9WD9iZtBlBysP/8Q\nIYdoGVh/+sohWgal688ZSYPhn//853jmmWewZMkS+47Jzc3FPffco2o4b/Se15KamoqKigrk5OSg\nsrISqampDj/PzMx0uK2hoQElJSUwmUya7HhnTCYT9u7di9TUVF1nECWHmhlYf+JmECUH688/RMgR\n6BlYf2Ln0GMGSYPhf/7zn/jRj34E4D/TDZxdrsxftm7diurqarS1tWHNmjXIy8tDTk4OiouLceTI\nEfvqc5eLjo72a8GL4uzZs7jrrrtw/vx5GI1G3HHHHQCANWvW4M9//jMGDhwIAHj++ecxe/Zsf0YN\nKKy/br3r7/bbb7f/7I033sDatWsRHByMm2++WdK8f5KG9detd/3de++9mD9/PrZu3Yr33nsPISEh\naGpqwlVXXYUvv/zS33EDBuuvW+/6u+eee7BgwQKcO3cOt9xyC6xWK0JCQrB27VpMnDjR33EDmqTB\ncHJyMg4fPuxwMA4dOoQRI0aoFswbCxYscHr70qVLNU7S9wQHB2PNmjXIyMiAyWRCeno6CgoKEB4e\njgcffBAPPvigvyNSAHNVfwcOHMC2bdtw9OhRBAcH49tvv/V3VApAvesvMzMT6enpWLBgAe69914M\nGTIE//M//6NpVzvpR+/6mzhxItLT07F79248++yz+OEPf4iPPvoIDz30EMrLy/0dN6BJGgw/++yz\nuPnmm7F8+XJ0dnbihRdewLp16/C///u/aucjlcXHxyM+Ph5A9zzrkSNHoqWlBeHh4bIuqUIkhav6\ne+edd/Doo4/amyiuueYaf8akANW7/q677jp88803DvcpLi7mQIRU0bv+Ro8ejXPnzsFgMKClpQUA\ncPHiRQwdOtSfMXVB0rXR5syZgx07dqChoQG5ubmoqanB+++/jx/84Adq59NMVFQUcnNzERUVpdsM\n1dXVOHbsGBYtWoTQ0FC8+eabyMjIwE9/+lM0NzdrmsXf+0LrDHp7vs5cXn/V1dXYt28fpkyZgry8\nPHzxxReaZvH3vtA6g96erzPV1dWoqKjAtGnT7Dn+9re/IT4+Htdee62mWfy9L7TOoLfn68zl9ff4\n44/jueeeQ2JiIh5++GG88MILmmbx977wSwabC5MnT7b/e/Xq1a7uRgGitbXVlpmZafvggw9sNpvN\nduHCBZvVarXZbDbbY489Zlu2bJk/41GA611/aWlptpUrV9psNpvt0KFDtpSUFH/GowDXu/56/Pzn\nP7etWbPGT6lIL3rX38qVK20lJSU2m81m27Jli23mzJn+jKcLLlegu/rqq1FfX4/w8HBER0fbT9lT\n4Onq6sKcOXNQUFDgdJW+mpoa3HLLLfjqq6/8kI4CnbP6u+mmm/DII48gNzcXADBixAgcPHgQAwYM\n8GdUCkCu3v8sFguGDh2KL7/8EkOGDPFjQgpkzuovNjYWFy9etN8nJiZG829n9cblnOG5c+di1KhR\nSE5ORltbG6ZPn+70fvv27VMtHGlj2bJlGDNmjMMfgnPnztnnMr3//vtIS0vzVzwKcM7qb968efjk\nk0+Qm5uLkydP4tKlSxwIkyqc1R8A7Nq1C9dddx0HwqQqZ/U3dOhQ7N27F7m5ufj4448xatQoPybU\nB5dnhgFg//79qK6uxj333IN169Y5vQ+v2NC3ffrpp5g+fTrGjh0Lg8EAg8GA559/HkVFRaioqIDR\naERycjJ+//vfY9CgQf6OSwHGVf3deOONWLZsGSoqKhAWFoZXXnnFfpaYSCmu6m/27Nn4yU9+guuv\nvx733nuvv2NSgHJVf9HR0Vi5ciUsFgvCw8Oxdu1ajB8/3t9xA5rLwfBDDz2El19+GQCwfv164d8Q\nrFYr1q9fj+joaCxevBhtbW3YsmULmpubERsbi4ULFyI8PNzfMYmIiIhIIC4Hw5fPUekLc4b//ve/\no76+Hh0dHVi8eDF27dqFfv36IScnB/v370dbWxtmzZrl75hEREREJBCXc4Z7Ljw+ZswYdHR04Mkn\nn3R6v2eeeUa1cFI1NzejqqoK06ZNw9///ncAwPHjx/GTn/wEQPdz2bBhAwfDREREROTA5WB469at\nWL9+PWpqamCz2VBXV6dlLq/s3LkTs2bNQkdHh/02s9lsvz5d//79YTab/RWPiIiIiATlcjA8cOBA\nPP744wC6L/1RWFioWShvnDx5EpGRkRg8eDDOnDnj8n4Gg8Hh/y0tLTCZTA63RUVFcb100gTrj/yJ\n9Uf+xPoj0bi9msTlvvvuO2zfvh3nzp3DQw89hPr6elitVgwbNkztjG7t3r0bX331FcxmM2w2G2w2\nGwYOHAiLxYJRo0bh6NGjCA8PR2NjIxYtWoSRI0cCAMrLy7F3716HbeXm5iIvL88fT4N0hvVH/sT6\nI39i/ZFoJA2G9+7di/nz52PixIn49NNP0drair179+I3v/kNtm3bpkVOjzo7O1FfX48DBw7AbDbj\n6quvhtlsxogRI2C1Wq9ooHP1ydRisaCrq8unDGFhYQ5TNbwVHByMq666Ck1NTT5nkJtDhAxK5VAq\ngxpYf+JmUCqH3uoP4LEXKYPcHKw/7TMolUOEDHJzqFl/Tn+flDs98MAD2Lx5M2688UZ7uMmTJ+PQ\noUOqhvNGaGgoAMBms8FqtSIjIwPbtm3D/v37ER8fj4ULFzrcPzo62ulXMg0NDbh06ZJPGYKDg31+\n7OW6urpkbUeJHCJkkJtDqQxqYP2Jn0FuDr3VH8BjL1IGJXMojfWnbg4RMiiZQwuSzgz3fEIAupdp\nbmxshNVqRVxcHL777jvVQ0rRc53hxsZGZGVlYebMmdizZ4/9ov1DhgxBfn6+22sNt7e3o729HRJn\njlzBaDTCarX6+hRgMBgQGhqKzs5OnzPIzSFCBqVyKJEhNjbW58d7i/UnRgalcuit/gAee5EyyM3B\n+tM+g1I5RMggN4fW9SfpzPCYMWOwc+dO5Ofn22/bvXs3xo4dq1owbxmNRixfvhzt7e3YvHkzLly4\ngEmTJiE3NxcGgwEff/wxdu7ciblz5wJw/TWNzWaT9dWEnK8UgoODERERgY6ODtlfTfj6eBEyKJVD\niQxqYf2Jm0GpHHqrP4DHXqQMcnOw/rTPoFQOETLIzaFm/Tkj6czwZ599hjlz5uDmm29GcXEx7rrr\nLmzbtg2lpaWYNGmSFjm9snfvXoSEhCA7O9t+28WLF1FUVIQVK1YA4AR+8i/WH/kT64/8ifVHopF8\nNYn6+nr86U9/Qk1NDRISEvCjH/3I71eS6NHS0oJ3330XNpsNFosFnZ2duPnmm3HVVVfho48+sq+k\nN2jQINx+++32x7CBScwMSuXQWwOTCPtcbg4RMiiVQ2/1B/DYi5RBbg7Wn/YZlMohQga5OYRsoAOA\nIUOG4OGHH3b587Fjx+Lo0aOKhPJWW1ubfV6KwWCAzWZDREQEiouL0dbWhsjISFitVkRGRtofwwYm\n8TPIzSHy5H3Wn/gZ5ObQW/0BPPYiZVAyh9JYf+rmECGDkjm0oNikjOrqaqU25bVBgwbh5z//OYDu\nS6wVFhbCYDDAarVi+fLliIqKQmtrKzZs2OB2O+3t7QgJCfF5rorRaES/fv18eizQPZD//vvvZWWQ\nm0OEDErlUCKDllh/YmRQKofe6g9Q59h3dXXh8OHDqK6uRnJyMiZOnIigoCBVMrjL4Q0RMsjNwfrT\nPoNSOUTIIDeH1vWn2GBY6+C99b6axNChQ71ekjk8PBytra0+f5Lp168f2trafHosAISEhCA2NhZm\ns1nWpyk5OUTIoFQOJTJoifUnRgalcuit/gB1jn1FRQXmzZuHS5cuISQkBCUlJRg/frwqGdzl8IYI\nGeTmYP1pn0GpHCJkkJtD6/rTtl1PRc6uJtHb5QN2V3OW5HwKCgoKknUAe3633C5KOTlEyKBUDqUy\nqIH1J24GpXLorf6A7udsMBhQUVFhP5M7fvx4t2dye7ja5zU1NfY/yJcuXUJtbS2ysrLcZgiUYy/C\na1ENatYf33vEyCA3h9ZXkwiIwXBzczNKSkpgNpthMBgQExODU6dOwWg04uWXX0b//v1hsVgcDsrh\nw4eF7WbVctK4yBkAcXIojfUnfgZAnBxKU7P+Dh06hLlz59rP5G7fvh0zZ86U/Pje+3zkyJEICQmx\nb2/kyJGIi4uTndPbHP6gRIbOzk7s27cPp0+fxvDhw5Gbm6v5Wbfe+P7nmQg5RMigFclXk/Ckf//+\naG1tVWJTXjt//jza2tqQnJwMk8mE1157Dfn5+fjqq68QHh6OO++8E/v373dYkpnd/OJmUCqH3rr5\ne55vV1eXz2fm/H3sRcigVA691R/Q/Zw3bdpkv4QlAKxduxYLFizw+FhX+9xiseDIkSOS6zmQjr0S\nr4NPP/3U4cNJaWkpJk6cKDmDGng1CXVziJBBbg5hrybhye9//3ulNuWTHTt2wGazwWazITY2FgMG\nDEBiYiKOHTuGN954AzExMQ5LMjvrZu1ZAcfX0/M2m03Wqf2eSesGg0HWduTkECGDUjmUyKAWNevv\n8OHDDn/8ysrKMHnyZI+PF+HYi5BBqRx6qz+g+zmnpKQ4nMlNSUmRtE1X+zw4OBhTpkzBlClTJGdw\n9/s8NeR5e+ydbU+E+gO690XvaSY1NTWS9mVfrT++94iRQW4OIRvolixZ4jRYWFgYhg34Qx8KAAAg\nAElEQVQbhnnz5mHx4sWKh5Nq0KBBWL58OQCgqakJGzZswNChQ1FbWwur1YqwsDDExMR43LlsYBIj\ng1I59NbA1PN8T58+7fDH7/Tp0xg3bpzHx7va5xaLBUePHrX/sR83bhyMRqPHHL5g/Tlm0JJSDUxp\naWkoKSlBTU0NkpOTkZaWJmk/aHXsPTXkeZvD2fays7N9PvYWiwX/+Mc/UFdXh4SEBIwdO9bt682d\nfv36ITEx0eHDSWJiouTjoSU20CmXQ4QMcnMI2UAXExODjRs34tZbb0VCQgLq6uqwbds2LFq0CMeO\nHcOvf/1rrFu3DnfddZfaed3q6OhAcXExCgoKEBYW5tNyzJy07v8MSuXQWwNTz/N1dmZOyn5wtc8r\nKysd/th7+pqV9adsBjWo2cAUFhaGrKwst01uzmh17D015Hmbw9n2pk2b5vOxr6ys9GlagzNBQUGY\nMGECSktLfW5oVAMb6NTNIUIGuTmEbKA7efIktm/fjqlTp9pv+/vf/44nn3wSu3btwo4dO/DAAw/4\nbTDc3NyM999/H/X19QgLC8PFixcBdF9hYuPGjWhubkZkZKTDJxRO4Fcug5oNGiLsCzWoWX8zZ87E\n9u3bfT4evfd5XV2dwx/7uro6FBQU+JxPSr3487iL2HCkND2//0ltyJOaw9n2nC0oIZXSr7fo6GhZ\nj1eDnutPKhFyiJBBK5Ia6GJiYvDdd985jNQvXbqEa665Bs3NzbDZbOjfv/8Vn/S00trairKyMgwY\nMAB5eXlYv349Fi1ahEOHDiEmJgY5OTnYtGkTmpqacP/99wPoWw103jZEad1E8MUXX1xxJmPq1Kl+\nn8CvtwYmterP2fF1d6bKUw532xOhccPb5+spg9yGRjXouYHJU0OetzmcbS8iIsLv9QeI28CkZv2Z\nzeY+20CsVA4RMsjNIWQDXUZGBh577DE8/fTTCA8PR3t7O1avXo309HQAwJkzZ3D11VerGtSdpqYm\nnDp1Ci0tLaiurobJZMKxY8dQWVmJ6OhoHD161P5C69GXGui8bYjSuonAWYNGdna23yfw662BSa36\nmzRpEsrKyiSvAOYph7uGHl+Ou9INTL42HPWmREOjWvTcwOSpIc/bHM62J2c/9LzeampqkJSU5PH1\n5o6oDUxq1l/vaSZyG4i9XQFRhOY1ETLIzSFkA93bb7+NxYsXIzo6GldffTUaGxsxceJEbNq0CQDQ\n2NiItWvXqhrUncTERDz11FMA/tNAN3nyZBw4cMB+JhgAXnzxRbfbEbWBztuGKK2bCJw1aFitVr9P\n4NdbA5OaTRPjxo2z11xnZ6esHO4aenw57ko3MPnacNSbEg2NWmIDk3I55GbIzMzE7Nmz0dDQ4PH1\nplaOvlp/SjcQK70CoqeGZG/rz9n2ek8L9YbSDZx9pf4kDYaTk5Nx4MAB1NXVob6+HoMHD0ZiYqL9\n575+haO03g10vfXVFei8bYjSuonAVYOGrxl6PonX1tYiMTERGRkZPp0Z0VsDU19pmnDX0ONLBqUb\nmCZMmICysjLF6k9uQ6Ma2MCkbg4RMsjN0VfrT+kGYqVXQPTUkOztsXe2valTpwrTwCli/Tn9fd7c\nOSwsDHFxcejq6sLp06cBAMOHD1clmDdKS0tx4sQJdHV1YcaMGRg9ejT27NmDzs5OvPXWWwgKCkJ2\ndjYiIyPtj1FzAr/cBpze82TkNkT5wtu5Oko2aOzevRu33nqrzytY9QV6byDxVC/eZFC6gQkAZs+e\nLevxl/PH69cTvdefFCLkECGDGvpSA7HSKyBKbZCUeuydbU+kBs6+0pAsaTC8Y8cO3H333fjmm28c\nbjcYDA7zcP0lIyMDJpMJZ8+edZi3lZiYiBEjRiAnJwf79+9Hamqq/WeZmZkO/we6P5kqMWnd1wYI\nd5PW09PT7XO0e66W4SmHL0SYOF9VVeXwYqyqqrI/d60yAOpO4Fez/nwlwrH3JUNaWprDmea0tDS0\ntLT4fV9cvh+8ef32zqAGNeoP6PvvPUrlECGD3Bx9uf7kvN56Z3D2/tLQ0OAxgysJCQkOg+uEhASH\n7Xl77J1tT877n6d83hB1BUSnv0/Kne677z488cQTWLp0Kfr166d2Jq8ZDAacOnUKQUFBWLduHQAg\nLi4OKSkp+Prrr3HkyBFNV6CTs+KPFpPW3TUEiDBx3tcVrFxl8LYBokdfayAJlKYJbzMo3cDka47e\n9NbACfSNBjotcoiQQW4O1l83Tw2X3mbw1JDs7bF3tj2RGjhFXAHRGUl7q6mpCT/72c80DydVYmIi\nVq1ahaKiIvtKdHv27MGRI0cQFhaGxMRE5OfnIzw83O12lGpgkrPij79XYBKhiaXnk3jPBH6pK1i5\nyuBtA0SPvtZAIkLjkNwcImRQKofeGjgBHnuRMsjNwfpTL4O7hmRfcvTeXlBQkDANnH1lBURJg+G7\n774bhYWFWLZsmdp5FONu9TlA3QYmuSv+qN004a4hQITGDQCYMmUKCgoKZH1t1pPB2waIHn2tgSSQ\nmnb8XX8iNVGpgQ106uYQIYPcHKw/7TMolUOEDD05RFwB0envk3Knzz77DK+//jpefPFFxMfHO/xs\n3759qgTzRmlpKY4fP+7wCcbd6nOA+g0kciaci7ACkyiNG0rkULoBQglsYBI/AyBODqWx/jwTIYcI\nGdTA+vNMhBxKZBBxBURnJK1A9/bbb7v82dKlSxUN5Iuamhp0dHRg8+bNeOKJJwAAH374ocvV54C+\ntQKY0jncrcAkQuOGUjl6MnhaccpTBjXouf5Ez6BUDpEbOPW8Ap0WOUTIIDcH60/7DErlECGD3Bxa\nN9BJGgyLbuvWrThz5gzMZjOio6ORl5eHjz76CNHR0QgKCkJUVBQaGxuxatUqt9vpmcDv6y4xGo2w\nWq0+PRbonjAeGhqKzs5OnzPIzSFCBqVyKJEhNjbW58d7i/UnRgalcuit/gAee5EyyM3B+tM+g1I5\nRMggN4fW9edymsTGjRuxZMkSAMAf//hHlxsQYR7xggULcPHiRRQVFWHFihUAgJ07d3q1+hzABiZR\nMiiVQ28NTCLsc7k5RMigVA691R/AYy9SBrk5WH/aZ1AqhwgZ5OYQpoHu3XfftQ+GN27c6PQ+BoNB\niMGwFL2vhMEGJnEzKJVDbw1MIuxzuTlEyKBUDr3VH8BjL1IGuTlYf9pnUCqHCBnk5hCmgW779u32\nf5eXl2sSRklRUVEwmUyIiopCa2urw+pzgPMJ/ElJSZg/f77fJq63tLSgvLwcmZmZus4gSo7LM8hd\n0aw31p+4GUTJwfrzDxFyiJaB9aevHKJlULr+nPFq6H3hwoUrPs2JsBwzgCvmtaSmpqKiogI5OTmo\nrKy8YrWb3ivgNDQ0oKSkBCaTSZMd74zJZMLevXuRmpqq6wyi5FAzA+tP3Ayi5GD9+YcIOQI9A+tP\n7Bx6zBAQyzFv3boV1dXVaGtrw5o1a5CXl4ecnBwUFxc7XX0OcL4Cjh6dPXsWd911F86fPw+j0Yjb\nb78dAPDPf/4TCxYsgNlsRnJyMjZt2oSoqCg/pw0crL9uHR0dmD59Ojo7O9HV1YX8/HxERUXh4sWL\n+PGPf4yamhokJyejuLgYMTEx/o4bMFh/3XrX34IFC3DPPffgX//6F2bMmIGqqip8/vnnmDBhgr+j\nBhTWH4kmIJZjXrBggdPbRbjsm+iCg4OxZs0aZGRkwGQyISMjA/n5+Xj44YfxxhtvICcnBxs2bMBL\nL72EZ555xt9xKcCEhYWhvLwcERERsFgsmDRpEjIzM/HWW29h5syZePjhh/HrX/8aL7zwgqQmWCJv\n9K6/qVOnYuLEiRg4cCD+8Ic/4Mknn/R3RCLSgFHKnXqWYxZxIEzyxMfHIyMjA0D3POsRI0agtbUV\nZ86cQU5ODgBg5syZeO+99/wZkwJYREQEANivCQ10Xw2m58Ps0qVL8cEHH/gtHwW2y+uvq6sLBoMB\n11xzDYYPHy7rslJE1HdIGgz3LMccyKKiopCbm+vXqQD+zlBdXY1jx45h0aJFuO6661BWVgYAKC4u\nxtmzZzXN4u99oXUGvT3fy1mtVowfPx7x8fG48cYbsXjxYnz77bcYNGgQgO4PbBcuXNA0k96Oh96e\n7+Uur79Zs2YhJydHt/vCXxn09nxFz6HHDC4X3Zg2bZr9cmQ2mw0HDx5EcnKykMsxk3wmkwk33HAD\nnnjiCcydOxcnTpzAypUr0djYiFtvvRWvv/46Ghoa/B2TAlhLSwtuu+02vP7665g2bRoaGxvtPxsw\nYAC+++47P6ajQNfS0oJ58+bhzTffxJgxYwAAeXl5eOWVVzhnmCjAuZwz/NOf/tTt/ylw9DSOLFmy\nBHPnzgXQfTWOnTt3AgCqqqrw4Ycf+jMi6UB0dDRuuOEG7NixA4MGDcL58+cxaNAgnDt3DgMHDvR3\nPApwPauX7tixwz4YJiJ9cDkYZvOZfixbtgxjxoxxWK66oaEBcXFxsFqt+NWvfoXly5f7MSEFqm+/\n/RYhISGIiYlBW1sbdu3ahUcffRS33norNmzYgEceeQRvv/22/UMakZJc1d/lOG+YKPBJmjO8cuVK\nHDhwwOG2AwcO4IEHHlAlFGnn008/xaZNm/DJJ59g/PjxmDBhAnbs2IF3330XqampGDNmDIYOHYof\n//jH/o5KAeibb75BXl4eMjIyMHnyZOTn5+Omm27CI488gl27diE1NRUff/zxFQMUIiW4qr8PPvgA\nCQkJ+OyzzzBnzhwUFBT4OyoRqcjlnOHLxcXF4d///jdCQ0Ptt3V0dCAhIUHzxhZXrFYr1q9fj+jo\naCxevBhtbW3YsmULmpubERsbi4ULFyI8PNzfMYmIiIhIIJLODBsMBlitVofbLBbLFbf508GDBxEX\nF2f///79+zF8+HD84he/QEpKCv72t7/5MR0RERERiUjSYHjatGl4/PHH7YNfq9WK1atXY9q0aaqG\nk6q5uRlVVVUOHb/Hjx+3Xz83PT0dx48f91c8IiIiIhKUpBXofvvb32LOnDkYPHgwkpKSUFtbi8GD\nB2Pbtm1q55Nk586dmDVrFjo6Ouy3mc1m+/Xp+vfvD7PZ7K94RERERCQoSYPhYcOG4csvv8TBgwdx\n9uxZJCQkICsrC0ajpBPLqjp58iQiIyMxePBgnDlzxuX9eq6Z3KOlpQUmk8nhtqioKK6XTppg/ZE/\nsf6IiP5D0mAYAIxGI66//nqHecJWq9XvA+La2lqcOHECVVVV6OrqQkdHB95//31ERUXBZDIhKioK\nra2tiIyMdHjc4cOHsXfvXofbcnNzkZeXp2V80inWH/kT64+I6D8kXU3iyy+/xH333YevvvoK7e3t\nALqvvWgwGGCxWFQP6UlXVxcKCwvR1tYGk8mE7OxsdHZ24ty5c2hoaIDNZoPNZsO8efMwcuRIAK7P\njFgsFnR1dfmUIywszGGqhreCg4Nx1VVXoampyecMcnOIkEGpHEplUAPrT9wMSuXQW/0BPPYiZZCb\nQ836IxKNpDPDS5cuxS233II//vGPiIiIUDuT14KDg7F06VLU19fjwIEDqKqqQl5eHv71r3/BYrEg\nPj4eCxcuRL9+/eyPiY6OdvqVYENDAy5duuRzDl8fe7muri5Z21EihwgZ5OZQKoMaWH/iZ5CbQ2/1\nB/DYi5RByRxEgU7SmeHo6Gg0NzdfMe9WRJ2dnSgsLMScOXNQVVWF0NBQZGdnS3pse3s72tvbfV5x\nyGg0yrrcnMFgQGhoKDo7O2WteiQnhwgZlMqhRIbY2FifH+8t1p8YGZTKobf6A3jsRcogN4fW9Ufk\nT5LODN92223461//ivz8fLXz+Kxn0Y3GxkZkZWVh6NChqKqqwqFDh1BZWYkhQ4YgPz/f7cIb4eHh\naG1t9fmTdL9+/dDW1ubrU0BISAhiY2NhNptlfZqXk0OEDErlUCKDllh/YmRQKofe6g/gsRcpg9wc\nWtcfkT9JGgy3t7fjtttuQ05ODuLj4x1+9s4776gSzFtGoxHLly9He3s7Nm/ejAsXLmDSpEnIzc2F\nwWDAxx9/jJ07d2Lu3LkAXM+ZCw6W3FN4haCgIFlvID2/W04GuTlEyKBUDqUyqIH1J24GpXLorf4A\nHnuRMsjNoWb9EYlGUrWPGTMGY8aMUTuLz3oa6HpWxYuIiMCpU6cwfvx4bNy4Ec3NzYiMjHT4hCxy\nN7UITQsiZADEyaE0PddfZ2cn9u3bh9OnT2P48OHIzc294g+2KMddlBxK03P9SSVCDhEyEOmBpDnD\nojObzbBYLIiOjkZHRwdeeeUV5OXlobGxETExMcjJycGmTZvQ1NSE+++/HwC7+UXOoFQOvXXzi7DP\npeT44osvMHfuXFy6dAkhISEoLS3FxIkTNc3gCevPN3zvESeD3By8mgTpicszw/v27cP06dMBAJ98\n8onLDcyYMUP5VF4ymUwoKSmBzWaD1WpFaGgoEhMTUV5ejujoaBw9etT+Rt/DWTd1TwOJr18P2Ww2\nWV8tGQwGfP/99zAYDLK2IyeHCBmUyqFEBrXouf5qamrs8yAvXbqEmpoaTJkyxecMXV1dOHz4MKqr\nq5GcnIyJEyfK2hddXV04ePAgampqkJSUhIkTJyIoKMjr7eit/gC+94iUQW6OvtAwT6QUl6+SFStW\n4B//+AcA4O6773Z6H4PBgNOnT6uTzAuDBg3Cvffei/Xr16O5udneQGc0Gu1nggHgxRdfdLsdNjCJ\nkUGpHHprYBJhn0vJkZiYiJCQEPuZ4cTERPv9fclQUVGBefPm2bdXUlKC7Oxsn/eFs+2NHz/e6+3o\nrf4AvveIlEFuDjbQkZ64HAz3DIQBuF3mWBTOGuh6u/yTLhuYxM2gVA69NTD1PN+uri5UVFTYz5SO\nHz9e0plNV/vc2+152u8TJkxAaWmp0+35ctx7n2mura3FtGnTfD72zraXlZXl9Xb0Vn8A33tEyiA3\nBxvoSE8kV7vFYsFnn32G+vp6DB06FJMnT/bpq0M1NDc3o6SkBGazGQaDATExMTh16hSMRiNefvll\n9O/fHxaLxeFNgQ0k4mcAxMmhNDXrb/fu3Q5zcrdv346ZM2dKfnzvfS53e84UFBR4lcGdkSNHOpxp\nHjlypNMFJeRsLy4uzuftSWkY1Jqa9Sf3+YrympeaQ83jq8S+ELH+iEQjaTD81VdfYd68eWhvb8ew\nYcNw9uxZhIeH4/3330dGRobaGT1qb2/HDTfcgOTkZJhMJrz22msYNWoUBgwYgPDwcNx5553Yv3+/\nw9dFmZmZSE1NddhOVFQUmyYEyKBUDpEbmNSsv6qqKoczm1VVVUhPT/f4eFf73NvtaV1/aWlpDmea\n09LS0NLS4nOGtLQ0lJWVoba2FomJiUhLS0NDQ4PX2+nZD+4aBt3pa/UHdD/nTz/9VNbz7Z3B228m\nPNWfp+15W4POju/UqVP9/v4HKHM8iPRA0mB42bJluO+++/Dggw/CYDDAZrPh1Vdfxd13343Dhw+r\nnVGSHTt2wGazwWazITY2FgMGDEBiYiKOHTuGN954AzExMVi4cKH9/npuYBI9g1I59NbA1PN8U1JS\nHM5spqSkSNqmq33u7fa0rr/g4GBMmTLF3oQnN0PP9qZPny5rBbCeDO4aBt3pa/UHdD9nOc/X2bE/\nfPiww2CurKwMkydPdpvB3XPwtD1va9DZ883OzvZ7Aycg/3gQ6YWkV+vJkyfxwAMP2F8cBoMBq1at\nwurVq9XMJtmgQYOwfPlyAEBTUxM2bNiAoUOHora2FlarFWFhYYiJifH44tZLA5PoGZTKobcGpp7n\nm5aWhpKSEtTU1NjPlErZD672ubfbY/05ZnDXMOgpg5aUaqCT83yd7fPTp087DOZOnz6NcePGuc3g\n7vd52p63x97Z87VarX5v4ATkHw8ivZA0GL7ppptQVlaG2267zX7btm3bcPPNN6sWzBcdHR0oLi5G\nQUEBwsLCuAKdC+6+JhShcUOpHHprYLr8+WZlZXnd9OVun3uzPTZROWZw1zAoJYMa1Gygk/t8e2dw\n9s2Eu2Pr6dh72p63x97V8/V3AyegzPEg0gNJi24sXLgQZWVlyMzMREJCAurq6uxfNYWHh9vv56+l\nmZubm/H++++jvr4eYWFhyMnJwZQpU9DW1oYtW7Y4rEB33333AQDKy8uFbaBT2+7du3HTTTcp2hBF\n3tFz/ZH/9aX6u3TpEvbu3atYA5jS21Ma35+JtCdpMPz000973pDBgCeffFKRUN5qbW1FWVkZBgwY\ngLy8PKxfvx6LFi3CoUOHuAKdE1u3bsWKFSvs/1+7di0WLFigaQZPAr2BTs/1J3oGpXLorf4AHnsl\nMlgsFlRUVNgbODMyMnyeM8wV6IikkfQ9yFNPPeXxPp4WtFBTU1MTTp06hZaWFlRXV8NkMuHYsWOo\nrKzkCnROuGuIYgOdYwa16Ln+RM+gVA691R/AY69EBqUaOOXmYAMd6YmkM8NSREdHo6WlRYlNydLT\nQLdixQq8+uqrePTRR+0/e/HFFx3+70xDQ4NfG7bi4uJkZZCSw2q1orKy0t4QNW7cOBiNRk0zeKJE\nDqUyaEmE5+vPYy9CBqVy6K3+AB57kTLIzeGP+iPyF8VmyCs0ppaldwNdb1yB7j9cNUQFYgOT3Axq\n0Hv9iZxBqRx6qz+Ax16kDHJzsIGO9ESxavfnVyqlpaU4ceIEurq6MGPGDIwePRp79uxBZ2cn3nrr\nLQQFBSE7OxuRkZH2x3AFOvEzAOLkUBrrT/wMgDg5lMb680yEHCJkINKDgJgmUVNTg/379+Ps2bN4\n5JFHAAB79uxBdXU1RowYgZycHPsKdLNmzQLABiYlMzi7VFtERITPGbq6ulBZWSm7gURvDUx6rT+l\nMyiVQ2/1B/DYi5RBbg420JGeBMQ0CYPBgFOnTiEoKAjr1q0DAMTFxSElJQVff/01jhw5ImkFOkDe\nnLng4GBZ87t6dHV1OWzHYrHg6NGj9sHm5XN81crRO4M7zi4Sn52d7XMGpS4637MfvN1/WuhL9eeP\nHCJkkJtDqQxqUKP+AB57kTIomYMo0Ck2GJ42bZpSm/JaYmIiVq1ahaKiIvtKdHv27MGRI0cQFhaG\nxMRE5OfnO1wT2Zn29naEhIT4PFfKaDSiX79+Pj0W+E8Xc+8MBw8edBgcelqOVE4OVxncqa2tdbhI\nfF1dnawMzraXnZ3t9XZ6Mni7/3poPfVH1PrTMocIGZTKoUQGLcmtP4DHXqQMcnPwahKkJy5fZZ98\n8omkDcyYMQMAsH37dmUSKcTd6nOA668JbTabrK/Gurq63K7w5k5wcLB9esHlGc6cOeMwODxz5gwy\nMzM95vCFqwzuJCUlOVyqLSkpCQaDwecMzrbny7Z69oO3+6+HPxqYlKg/X/ly7JXOIUIGpXIokUEt\natQfwGMvUga5OdhAR3ristrvvvtuh///+9//hsFgwIABA/Ddd9/BZrNh2LBhOH36tOohPSktLcXx\n48fR2dlpv81oNGLjxo0Oq89dTs0Gkt27d2Pu3Lk+ryDUe57WyJEjHQaHI0eOVP2SN97MFZs5cya2\nb9+u2IpOSm/PH/vPEzYwiZ8BECeH0lh/nomQQ4QMRHogqYHu+eefx3fffYdnn30WERER+P777/Hk\nk09iwIAB+H//7/9pkdOtmpoadHR0YPPmzXjiiScAAB9++KHL1ecAdRuY3K3w5o6rpgmLxYIjR45I\nPtPMJhbHDN7uv94Z1MAGOnEzKJWDDXTe4bFXNoPcHGygIz2R9D3Iq6++ivr6evvZuYiICLzwwgsY\nMmSIEIPhzz//HGfOnIHFYsGaNWuQl5fndvU5QN0GJmdf83uzTWdNE+np6UhPTwfQvWiG1Wr1mEMO\nURo3lGpi8Wb/aYENdOJnkJtD5OYlNtCpm0OEDErmIAp0kgbDkZGROHToEKZOnWq/7fPPP0dERIRq\nwbyxYMECXLx4EUVFRfYzsjt37nQ4EyxluWilGpiysrJQVlZmPxM5ceJESWciRWma8HcGpXLorYFJ\nhH0uN4cIGZTKobf6A3jsRcogNwcb6EhPJL3Knn32WcyePRu33HILEhISUFdXh7/85S9466231M6n\nmN4vbLUbmDIzM+1NWlK3KUrThL8zKJVDbw1MIuxzuTlEyKBUDr3VH8BjL1IGuTnYQEd6IqnalyxZ\ngszMTLz33nuor6/H6NGj8fjjj2PMmDFq5/NZVFQUTCYToqKi0Nra6rD6HOC8gSQpKQnz58/32zyp\nlpYWlJeXIzMzU9cZRMlxeQZnXynLwfoTN4MoOVh//iFCDtEyKF1/RKKR/NFvzJgxGD16NM6fP49B\ngwb5fdGC3nr3AaampqKiogI5OTmorKxEamqqw88zMzMdbmtoaEBJSQlMJpPfXvgmkwl79+5Famqq\nrjOIkkPNDKw/cTOIkoP15x8i5GAGIm1JGgy3tLTg/vvvx+bNm9HV1YXg4GAsWrQIr7/+OmJiYtTO\n6NHWrVtRXV2NtrY2ewNdTk4OiouLna4+B7huICHSAuuP/In1R0T0H5IGwytXroTZbMbRo0eRlJSE\nmpoaPPbYY1i5ciXefvtttTN65OqyZUuXLtU4CRERERH1JZIGwzt27MDp06ftV48YNWoUCgsLce21\n16oajoiIiIhITUGrV69e7elOb775Jm6//XbExsbab6uvr8fGjRvx3//932rm04zNZkNoaCiSk5MR\nFhbGDH7MIEoOLTPo7fmKnEGUHKw//xAhBzMQaUvSCnS/+tWv8M477+DBBx+0T5N49dVXsWTJEjz+\n+ONa5CQiIiIiUpykwbDNZkNhYSGKiopQX1+PIUOG4Ic//CGWLVvGC3MTERERUZ8laTBMRERERBSI\nJF8suLCwEDNmzEBqaipmzJiBwsJCNXMREREREalO0tUknnvuObzzzjv45S9/aZ8z/NJLL6G+vh6P\nPfaY2hmJiIiIiFQhaZpESkoK9uzZg6SkJPttNTU1mD59OmpqalQNSERERESkFloUOaQAAAtvSURB\nVEnTJMxmM+Li4hxuGzBgANra2lQJRURERESkBUmD4dmzZ+POO+/EiRMn0NbWhuPHj2Pp0qXIz89X\nOx8RERERkWpcDobffPNN+7//53/+B/3798e4ceMQFRWF9PR0RERE4I033tAkJBERERGRGlzOGY6J\niUFzczMAIDo6Gi0tLbBarfj2229xzTXXwGiUfCEKIiIiIiIhubyaxPDhw/HLX/4S//Vf/4VLly6h\nsLAQzsbNy5YtUzUgEREREZFaXJ4ZPnnyJF566SXU1NSgvLwc06ZNu/LBBgM++eQT1UMSEREREalB\n0qXVbrzxRnz88cda5CEiIiIi0gyXYyYiIiIi3WIXHBERERHpFgfDRERERKRbHAwTERERkW5xMExE\nREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwT\nERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfD\nRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXB\nMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5x\nMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRb\nHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHp\nFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExERERE\nusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERER\nkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERE\nRKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBER\nERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExE\nREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwT\nERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfD\nRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXB\nMBERERHpFgfDRERERKRbHAwTERERkW5xMExEREREusXBMBERERHpFgfDRERERKRbHAwTEfVxb7/9\nNqZNm+bvGLjpppuwceNGj/dLSUnBJ5984tW2fXmMEmpqamA0GmG1WjX/3USkDQ6GiYgCgMFg0PT3\nPf3007jrrrscbtu+fTuWLFmiaQ6lORt0a71viUhbHAwTERERkW5xMExE1IecPXsW8+fPx8CBAxEX\nF4eVK1cCAGw2Gx566CFcffXVuPbaa7Fjxw77Y7755hvMnTsX/1879xYS1bcHcPw7+ddScJcjpjPO\njLcItEgqibAnX6ygMCub0YeEEqReAuniBcwLaZZdCASl7EEmYjIopiDFwFCyErSSKFQsHXW0pFFM\nQyWb83D479Oc7v9zIIb5fZ72mt9av1l7Pwy/Way9QkNDWb16NVeuXFFjpaWlZGRkYLFYUBSFpKQk\nenp61HhVVRUGgwFFUYiPj6e1tZXm5mYqKiqw2WwEBwezfv16AFJSUrh69ao69vLlyyQkJKAoCmvX\nruXZs2df3c+rV6+IjY3FZrP98jNwu92cPn2aVatWERYWhsViYWpqCvjPtoaGhgaioqJYuXIlFRUV\n6ti5uTmys7PRarWsWbOGs2fPYjQaAdi/fz8Oh4OdO3eiKArV1dXq91mt1m/mE0J4PymGhRDCS3z+\n/JkdO3YQExPD0NAQo6OjWCwWAJ48eUJ8fDzv37/n2LFjHDx4UB1nNpsxmUyMj4/T2NhIYWEhDx48\nUON2ux2z2czk5CSZmZns2rWLxcVF+vr6qKmpoauri+npaZqbm4mOjmbr1q0UFhZiNpv58OEDT58+\n/WqujY2NlJWVYbVamZ6exm63Exoa6tGnu7ubbdu2UVNTg9ls/uXncOnSJex2O+3t7TidTkJCQjh8\n+LBHn4cPH9Lf38/9+/cpKyujt7cXgJKSEhwOB4ODg7S0tGC1WtVtEA0NDZhMJu7evcv09DRHjx79\naT4hhPeTYlgIIbxEZ2cnY2NjnDlzhsDAQAICAkhOTgYgOjqaAwcOoNFoyM7OZmxsjHfv3jEyMsKj\nR4+oqqrC39+fxMREcnJyaGhoUPNu3LiR9PR0/Pz8yMvLY25ujsePH+Pn58fCwgIvXrzg06dPmEwm\nYmJifmmu9fX1HD9+nA0bNgAQGxurrsACtLW1kZaWhtVqZfv27b/1HOrq6jh16hQ6nQ5/f3+Ki4u5\nefOm+pKbRqOhpKSEgIAA1q1bR2JiIs+fPwf+XaQXFRWhKAp6vV5dWf+S2+32aP8onxDC+0kxLIQQ\nXmJ4eJioqCiWLPn6pzsiIkK9DgwMBGBmZgan04lWqyUoKEiNR0VFMTo6qra/LFI1Gg0GgwGn00lc\nXBwXL16kpKSE8PBwsrKyGB8f/+W5xsXFfTdeV1fHli1b/tEpGENDQ6Snp6PVatFqtSQkJODv78/b\nt2/VPuHh4ep1UFAQMzMzADidTgwGgxr78t5/5Hv5hBDeT4phIYTwEkajEYfD8VvHfOn1elwuF7Oz\ns+pnDoeDyMhItT08PKxeu91uRkZG0Ov1AFgsFtrb2xkaGgLgxIkTwM9PWDAajQwMDHw3Xltbi8Ph\nIC8v75fv5W8mk4l79+7hcrlwuVxMTk4yOzuLTqf76VidTsfIyIjadjgcHnE5OUII3yPFsBBCeIlN\nmzah0+nIz8/n48ePzM/P09HR8cMxBoOB5ORkCgoKmJ+fp6enh/r6eo8j0Lq6urh9+zaLi4tcuHCB\nZcuWsXnzZvr6+mhtbWVhYYGAgAACAwPVVenw8HAGBwe/2lLwt5ycHKqrq+nu7gZgYGDAo+gODg6m\nqamJtrY2CgoKfus55ObmUlhYqBayExMT2O12Nf69OQHs27ePyspKpqamGB0dpaamxiMeERHB69ev\nPT77UT4hhPeTYlgIIbzEkiVLuHPnDv39/ZhMJoxGIzdu3Phm3y9XOK9fv86bN2/Q6/Xs2bOH8vJy\nUlJS1HhaWho2m42QkBCuXbvGrVu38PPzY35+nvz8fMLCwtDr9UxMTFBZWQlARkYGbreb0NBQkpKS\nvvrOvXv3UlRURFZWFoqikJ6ejsvl8uinKAotLS00NTVx8uTJH977l7mPHDlCWloaqampLF++nOTk\nZDo7O7/Z97/bxcXFREZGEhMTQ2pqKhkZGSxdulSN5+fnU15ejlar5fz58z/NJ4Twfhq3/OUVQgif\nVVpaysDAgMcLdb6ktrYWm81Ga2vrn56KEOIPkZVhIYQQPmN8fJyOjg7cbje9vb2cO3eO3bt3/+lp\nCSH+oL/+9ASEEEKI4eFhEhISPLYguN1uNBoNL1++9DgB4n+xsLBAbm4ug4ODrFixgszMTA4dOvR/\nyS2E8E6yTUIIIYQQQvgs2SYhhBBCCCF8lhTDQgghhBDCZ0kxLIQQQgghfJYUw0IIIYQQwmdJMSyE\nEEIIIXyWFMNCCCGEEMJn/QvhnUM+nmg9pgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d0458d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298127329)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    facet_wrap(\"individual\", nrow=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WB4g8ABNNiWY/917xJTc3FxUVFT5/F18Uy/1MHRISEjwnLuJNfK1Id3c3+4SMNDH4BYDE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1217bf7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298857345)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    facet_wrap(\"individual\", ncol=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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isrISYrEYYrEY1dXVEIvFePz4Me7fvw/g2R3A3377TWsJCATRUnjRB7ixiTBy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\nyr8B+hDHl9G2ygoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124a82290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (303504997)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_line() + \\\n",
    "    facet_wrap(\"individual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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x9/cnICCAgIAA/P39ad26NaWlpY1qaN3UzeHrUpihpoiBv3XEKxqZDlvSqGLh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x8AgLi4OHzyySdaFdIW5D0RTQthvPDCC8jPz4eVlRWCg4ORmZkJkUiEsLCwFtelD72L1APMrf3+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\n0hQmwERERESkKX8DedM0Ed8cZAIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128a61b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (311072353)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_line() + \\\n",
    "    scale_x_continuous(breaks=[150, 250, 350]) + \\\n",
    "    facet_wrap(\"individual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
